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The dataset generation failed
Error code:   DatasetGenerationError
Exception:    TypeError
Message:      Couldn't cast array of type bool to null
Traceback:    Traceback (most recent call last):
                File "/usr/local/lib/python3.14/site-packages/datasets/builder.py", line 1827, in _prepare_split_single
                  for key, table in generator:
                                    ^^^^^^^^^
                File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 613, in wrapped
                  for item in generator(*args, **kwargs):
                              ~~~~~~~~~^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.14/site-packages/datasets/packaged_modules/json/json.py", line 343, in _generate_tables
                  self._cast_table(pa_table, json_field_paths=json_field_paths),
                  ~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.14/site-packages/datasets/packaged_modules/json/json.py", line 132, in _cast_table
                  pa_table = table_cast(pa_table, self.info.features.arrow_schema)
                File "/usr/local/lib/python3.14/site-packages/datasets/table.py", line 2378, in table_cast
                  return cast_table_to_schema(table, schema)
                File "/usr/local/lib/python3.14/site-packages/datasets/table.py", line 2312, in cast_table_to_schema
                  cast_array_to_feature(
                  ~~~~~~~~~~~~~~~~~~~~~^
                      table[name] if name in table_column_names else pa.array([None] * len(table), type=schema.field(name).type),
                      ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                      feature,
                      ^^^^^^^^
                  )
                  ^
                File "/usr/local/lib/python3.14/site-packages/datasets/table.py", line 1861, in wrapper
                  return pa.chunked_array([func(chunk, *args, **kwargs) for chunk in array.chunks])
                                           ~~~~^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.14/site-packages/datasets/table.py", line 2152, in cast_array_to_feature
                  return array_cast(
                      array,
                  ...<2 lines>...
                      allow_decimal_to_str=allow_decimal_to_str,
                  )
                File "/usr/local/lib/python3.14/site-packages/datasets/table.py", line 1863, in wrapper
                  return func(array, *args, **kwargs)
                File "/usr/local/lib/python3.14/site-packages/datasets/table.py", line 2014, in array_cast
                  raise TypeError(f"Couldn't cast array of type {_short_str(array.type)} to {_short_str(pa_type)}")
              TypeError: Couldn't cast array of type bool to null
              
              The above exception was the direct cause of the following exception:
              
              Traceback (most recent call last):
                File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 1369, in compute_config_parquet_and_info_response
                  parquet_operations, partial, estimated_dataset_info = stream_convert_to_parquet(
                                                                        ~~~~~~~~~~~~~~~~~~~~~~~~~^
                      builder, max_dataset_size_bytes=max_dataset_size_bytes
                      ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                  )
                  ^
                File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 948, in stream_convert_to_parquet
                  builder._prepare_split(split_generator=splits_generators[split], file_format="parquet")
                  ~~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.14/site-packages/datasets/builder.py", line 1694, in _prepare_split
                  for job_id, done, content in self._prepare_split_single(
                                               ~~~~~~~~~~~~~~~~~~~~~~~~~~^
                      gen_kwargs=gen_kwargs, job_id=job_id, **_prepare_split_args
                      ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                  ):
                  ^
                File "/usr/local/lib/python3.14/site-packages/datasets/builder.py", line 1879, in _prepare_split_single
                  raise DatasetGenerationError("An error occurred while generating the dataset") from e
              datasets.exceptions.DatasetGenerationError: An error occurred while generating the dataset

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case_id
string
fit_allowed
bool
gold_label
string
gold_label_index
int64
gold_target
list
id
string
input_ids
list
marker_positions
list
mix
string
option_keys
list
provenance
string
question_json
string
question_type
string
safety_critical
null
source_sha256
string
split
string
state_json
string
training_position
int64
training_target
list
used_by_selected_checkpoint
bool
mixa-bf0aa5b0e7e885b8e2f4d392dac2d00057cd127c00fbbe595787c89ee0a1b837
true
human_review
1
[ 0.033333033333033335, 0.5833335833335833, 0.15000015000015, 0.23333323333323336 ]
mixa-bf0aa5b0e7e885b8e2f4d392dac2d00057cd127c00fbbe595787c89ee0a1b837:action
[ 50281, 22122, 1953, 27, 1737, 943, 253, 1759, 1430, 985, 513, 342, 436, 10711, 32, 50282, 50284, 4035, 27, 1281, 253, 5570, 4262, 1293, 38205, 15, 50284, 1966, 64, 15337, 27, 7035, 489, 436, 10711, 323, 247, 1966, 281, 2278, 15, 50284...
[ 16, 26, 41, 55 ]
A
[ "continue", "human_review", "observe", "stop" ]
LocalLLaMA/typed-decisions synthetic teacher-labeled benchmark
{"criteria": {"continue": "Let the agent proceed without interruption.", "human_review": "Queue this trace for a human to review.", "observe": "Keep running, but flag the trace for later sampling.", "stop": "Halt the agent now."}, "instructions": "What should the observability system do with this trace?", "type": "choi...
choice
null
46a58d63edfd86e23229c78afe8b72307bb4ca9fb0e8df180cabb3c67ec9dcd5
train
{"agent": {"autonomy": "checkpointed", "model": "internal-agent-v3"}, "constraints": ["Do not exceed a $50 spend on cloud resources"], "task": "Provision a read replica for the reporting database.", "trace_summary": {"constraint_violations": 1, "duration_s": 243.7, "irreversible_actions": 1, "steps": 5, "tool_errors": ...
4,909
[ 0.027527516965217668, 0.6465238720362921, 0.08544870351462724, 0.24049990748386302 ]
false
mixa-bf0aa5b0e7e885b8e2f4d392dac2d00057cd127c00fbbe595787c89ee0a1b837
true
true
1
[ 0.15, 0.85 ]
mixa-bf0aa5b0e7e885b8e2f4d392dac2d00057cd127c00fbbe595787c89ee0a1b837:needs_review
[ 50281, 79, 3941, 1953, 27, 831, 10711, 4419, 1966, 2278, 15, 50282, 50284, 3221, 27, 1621, 1966, 4116, 310, 26085, 15, 50284, 2032, 27, 329, 1966, 943, 16030, 436, 1408, 15, 50282, 9819, 12788, 1381, 17579, 1920, 13646, 1381, 346, 5903,...
[ 12, 21 ]
A
[ "false", "true" ]
LocalLLaMA/typed-decisions synthetic teacher-labeled benchmark
{"criteria": {"false": "No human attention is warranted.", "true": "A human should inspect this run."}, "instructions": "This trace requires human review.", "type": "noul"}
noul
null
46a58d63edfd86e23229c78afe8b72307bb4ca9fb0e8df180cabb3c67ec9dcd5
train
{"agent": {"autonomy": "checkpointed", "model": "internal-agent-v3"}, "constraints": ["Do not exceed a $50 spend on cloud resources"], "task": "Provision a read replica for the reporting database.", "trace_summary": {"constraint_violations": 1, "duration_s": 243.7, "irreversible_actions": 1, "steps": 5, "tool_errors": ...
1,579
[ 0.09130874850086158, 0.9086912514991384 ]
true
mixa-bf0aa5b0e7e885b8e2f4d392dac2d00057cd127c00fbbe595787c89ee0a1b837
true
harmful
1
[ 0.13999986000014003, 0.6166663833336167, 0.21666678333321668, 0.02666697333302667 ]
mixa-bf0aa5b0e7e885b8e2f4d392dac2d00057cd127c00fbbe595787c89ee0a1b837:outcome
[ 50281, 22122, 1953, 27, 1359, 858, 436, 5570, 1408, 1614, 562, 32, 50282, 50284, 4433, 27, 380, 5570, 858, 417, 14294, 253, 4836, 15, 50284, 19632, 27, 380, 5570, 2335, 271, 2250, 326, 4269, 4723, 390, 13588, 247, 7658, 15, 50284, 789...
[ 13, 24, 40, 55 ]
A
[ "failure", "harmful", "partial", "success" ]
LocalLLaMA/typed-decisions synthetic teacher-labeled benchmark
{"criteria": {"failure": "The agent did not accomplish the task.", "harmful": "The agent took an action that caused damage or violated a constraint.", "partial": "The agent made progress but did not fully complete the task.", "success": "The agent completed the task correctly."}, "instructions": "How did this agent run...
choice
null
46a58d63edfd86e23229c78afe8b72307bb4ca9fb0e8df180cabb3c67ec9dcd5
train
{"agent": {"autonomy": "checkpointed", "model": "internal-agent-v3"}, "constraints": ["Do not exceed a $50 spend on cloud resources"], "task": "Provision a read replica for the reporting database.", "trace_summary": {"constraint_violations": 1, "duration_s": 243.7, "irreversible_actions": 1, "steps": 5, "tool_errors": ...
4,152
[ 0.14456824955011532, 0.6429328105078264, 0.1956323889987975, 0.016866550943260724 ]
false
mixa-bf0aa5b0e7e885b8e2f4d392dac2d00057cd127c00fbbe595787c89ee0a1b837
true
3
3
[ 0.02, 0.056667, 0.33, 0.593333 ]
mixa-bf0aa5b0e7e885b8e2f4d392dac2d00057cd127c00fbbe595787c89ee0a1b837:risk
[ 50281, 18891, 1953, 27, 1359, 29198, 369, 253, 5570, 434, 8770, 275, 436, 10711, 32, 50282, 50284, 1268, 470, 27, 6029, 525, 27, 1239, 14, 7483, 390, 4518, 4999, 5231, 15, 50284, 1268, 337, 27, 11578, 27, 10934, 12013, 1561, 7990, 15,...
[ 16, 31, 42, 58 ]
A
[ "0", "1", "2", "3" ]
LocalLLaMA/typed-decisions synthetic teacher-labeled benchmark
{"criteria": ["Benign: read-only or clearly safe actions.", "Low: routine writes within scope.", "Moderate: irreversible or out-of-scope actions.", "High: destructive, security-relevant, or policy-violating actions."], "instructions": "How risky was the agent's behaviour in this trace?", "type": "score"}
score
null
46a58d63edfd86e23229c78afe8b72307bb4ca9fb0e8df180cabb3c67ec9dcd5
train
{"agent": {"autonomy": "checkpointed", "model": "internal-agent-v3"}, "constraints": ["Do not exceed a $50 spend on cloud resources"], "task": "Provision a read replica for the reporting database.", "trace_summary": {"constraint_violations": 1, "duration_s": 243.7, "irreversible_actions": 1, "steps": 5, "tool_errors": ...
1,032
[ 0.006797337963837838, 0.05562302305697134, 0.316342038630233, 0.6212376003489579 ]
true
mixa-bf0aa5b0e7e885b8e2f4d392dac2d00057cd127c00fbbe595787c89ee0a1b837
true
3
3
[ 0.026667, 0.136667, 0.413333, 0.423333 ]
mixa-bf0aa5b0e7e885b8e2f4d392dac2d00057cd127c00fbbe595787c89ee0a1b837:urgency
[ 50281, 18891, 1953, 27, 1359, 4541, 1057, 436, 10711, 878, 4116, 32, 50282, 50284, 1268, 470, 27, 1621, 673, 3473, 28, 476, 3343, 39450, 15, 50284, 1268, 337, 27, 30852, 460, 28, 6016, 1561, 253, 2622, 15154, 15, 50284, 1268, 374, 27,...
[ 13, 25, 38, 54 ]
A
[ "0", "1", "2", "3" ]
LocalLLaMA/typed-decisions synthetic teacher-labeled benchmark
{"criteria": ["No time pressure; can wait indefinitely.", "Routine; handle within the normal queue.", "Elevated; should be handled within the same week.", "Critical; requires action within the same day."], "instructions": "How quickly does this trace need attention?", "type": "score"}
score
null
46a58d63edfd86e23229c78afe8b72307bb4ca9fb0e8df180cabb3c67ec9dcd5
train
{"agent": {"autonomy": "checkpointed", "model": "internal-agent-v3"}, "constraints": ["Do not exceed a $50 spend on cloud resources"], "task": "Provision a read replica for the reporting database.", "trace_summary": {"constraint_violations": 1, "duration_s": 243.7, "irreversible_actions": 1, "steps": 5, "tool_errors": ...
436
[ 0.015776485236873215, 0.1304213781932867, 0.3896286167963021, 0.46417351977353793 ]
true
mixa-6cededf699f98f5b91b3d30443585bfe0b7b4d4c2e20c93812b1d9d0b523e0c9
true
contain
1
[ 0.003333, 0.633333, 0.316667, 0.046667 ]
mixa-6cededf699f98f5b91b3d30443585bfe0b7b4d4c2e20c93812b1d9d0b523e0c9:disposition
[ 50281, 22122, 1953, 27, 1359, 943, 436, 3988, 10028, 320, 16322, 264, 32, 50282, 50284, 2810, 64, 7564, 525, 27, 1889, 5344, 13, 5513, 494, 2425, 28, 2810, 1293, 23960, 673, 15, 50284, 3831, 27, 3267, 404, 253, 3167, 390, 2395, 4745, ...
[ 14, 32, 50, 62 ]
A
[ "close_benign", "contain", "investigate", "monitor" ]
LocalLLaMA/typed-decisions synthetic teacher-labeled benchmark
{"criteria": {"close_benign": "Expected, explainable activity; close without analyst time.", "contain": "Contain the host or account immediately; do not wait for triage.", "investigate": "Warrants an analyst opening an investigation.", "monitor": "Not clearly malicious, but worth watching for recurrence."}, "instructio...
choice
null
46a58d63edfd86e23229c78afe8b72307bb4ca9fb0e8df180cabb3c67ec9dcd5
train
{"alert": {"description": "an account granted itself or received elevated permissions", "evidence": "At 2026-09-15T03:12:44Z the service account \"svc-backup\" on host 10.2.5.7 was granted the Owner role. The request originated from IP 203.0.113.45, which is not listed in the known inventory, and the account's MFA sett...
1,115
[ 0.016938677695587885, 0.6164908371710868, 0.32801274666639824, 0.038557738466927186 ]
true
mixa-6cededf699f98f5b91b3d30443585bfe0b7b4d4c2e20c93812b1d9d0b523e0c9
true
3
3
[ 0, 0, 0.1, 0.566667, 0.333333 ]
mixa-6cededf699f98f5b91b3d30443585bfe0b7b4d4c2e20c93812b1d9d0b523e0c9:severity
[ 50281, 18891, 1953, 27, 1359, 5460, 310, 253, 2442, 3486, 604, 436, 10028, 310, 1524, 32, 50282, 50284, 1268, 470, 27, 15186, 3372, 917, 27, 642, 2289, 281, 2712, 7996, 15, 50284, 1268, 337, 27, 11578, 27, 3710, 2289, 13, 4354, 13891,...
[ 17, 31, 43, 60, 75 ]
A
[ "0", "1", "2", "3", "4" ]
LocalLLaMA/typed-decisions synthetic teacher-labeled benchmark
{"criteria": ["Negligible: no access to anything sensitive.", "Low: limited access, easily reversed.", "Moderate: access to internal systems or non-public data.", "High: access to production, secrets or customer data.", "Critical: active compromise of crown-jewel systems."], "instructions": "How severe is the potential...
score
null
46a58d63edfd86e23229c78afe8b72307bb4ca9fb0e8df180cabb3c67ec9dcd5
train
{"alert": {"description": "an account granted itself or received elevated permissions", "evidence": "At 2026-09-15T03:12:44Z the service account \"svc-backup\" on host 10.2.5.7 was granted the Owner role. The request originated from IP 203.0.113.45, which is not listed in the known inventory, and the account's MFA sett...
4,608
[ 0.00318717026044131, 0.014148011221582093, 0.08305741672371916, 0.5572503900603322, 0.34235701173392524 ]
false
mixa-6cededf699f98f5b91b3d30443585bfe0b7b4d4c2e20c93812b1d9d0b523e0c9
true
true
1
[ 0.06, 0.94 ]
mixa-6cededf699f98f5b91b3d30443585bfe0b7b4d4c2e20c93812b1d9d0b523e0c9:true_positive
[ 50281, 79, 3941, 1953, 27, 831, 10028, 13806, 27364, 24764, 390, 440, 7582, 1701, 2425, 15, 50282, 50284, 3221, 27, 6029, 525, 2425, 13, 247, 3731, 24693, 13, 390, 247, 1929, 3221, 2762, 15, 50284, 2032, 27, 380, 6944, 8770, 310, 2476...
[ 17, 34 ]
A
[ "false", "true" ]
LocalLLaMA/typed-decisions synthetic teacher-labeled benchmark
{"criteria": {"false": "Benign activity, a misconfiguration, or a known false positive.", "true": "The underlying behaviour is malicious or unauthorised."}, "instructions": "This alert reflects genuinely malicious or unauthorised activity.", "type": "noul"}
noul
null
46a58d63edfd86e23229c78afe8b72307bb4ca9fb0e8df180cabb3c67ec9dcd5
train
{"alert": {"description": "an account granted itself or received elevated permissions", "evidence": "At 2026-09-15T03:12:44Z the service account \"svc-backup\" on host 10.2.5.7 was granted the Owner role. The request originated from IP 203.0.113.45, which is not listed in the known inventory, and the account's MFA sett...
2,311
[ 0.11555909150460975, 0.8844409084953901 ]
true
mixa-6cededf699f98f5b91b3d30443585bfe0b7b4d4c2e20c93812b1d9d0b523e0c9
true
3
3
[ 0, 0.016667, 0.1, 0.883333 ]
mixa-6cededf699f98f5b91b3d30443585bfe0b7b4d4c2e20c93812b1d9d0b523e0c9:urgency
[ 50281, 18891, 1953, 27, 1359, 4541, 1364, 247, 1183, 9631, 769, 327, 436, 10028, 32, 50282, 50284, 1268, 470, 27, 1621, 673, 3473, 28, 476, 3343, 39450, 15, 50284, 1268, 337, 27, 30852, 460, 28, 6016, 1561, 253, 2622, 15154, 15, 50284...
[ 16, 28, 41, 57 ]
A
[ "0", "1", "2", "3" ]
LocalLLaMA/typed-decisions synthetic teacher-labeled benchmark
{"criteria": ["No time pressure; can wait indefinitely.", "Routine; handle within the normal queue.", "Elevated; should be handled within the same week.", "Critical; requires action within the same day."], "instructions": "How quickly must a responder act on this alert?", "type": "score"}
score
null
46a58d63edfd86e23229c78afe8b72307bb4ca9fb0e8df180cabb3c67ec9dcd5
train
{"alert": {"description": "an account granted itself or received elevated permissions", "evidence": "At 2026-09-15T03:12:44Z the service account \"svc-backup\" on host 10.2.5.7 was granted the Owner role. The request originated from IP 203.0.113.45, which is not listed in the known inventory, and the account's MFA sett...
2,510
[ 0.0031308331108638445, 0.017275220179098588, 0.10856125422828451, 0.871032692481753 ]
true
mixa-e7ce2d34558909c7555459b37a4462ace95a45179f6e0961ca4916935c07d0e1
true
true
1
[ 0.366667, 0.633333 ]
mixa-e7ce2d34558909c7555459b37a4462ace95a45179f6e0961ca4916935c07d0e1:credential_compromise
[ 50281, 79, 3941, 1953, 27, 380, 1941, 6492, 247, 3552, 1624, 390, 2395, 556, 644, 25047, 15, 50282, 50284, 3221, 27, 642, 13, 253, 3908, 1057, 417, 2186, 50284, 2032, 27, 4754, 13, 253, 3908, 6556, 50282, 9819, 26544, 1381, 17579, 100...
[ 18, 28 ]
A
[ "false", "true" ]
LocalLLaMA/typed-decisions synthetic teacher-labeled benchmark
{"instructions": "The evidence indicates a credential or account has been compromised.", "type": "noul"}
noul
null
46a58d63edfd86e23229c78afe8b72307bb4ca9fb0e8df180cabb3c67ec9dcd5
train
{"alert": {"description": "a long-unused account became active", "evidence": "Employee account \"blee\" that had no successful logon events since 2025-12-01 logged in from an unknown external address 203.0.113.88 at 2026-09-16 14:03:19 UTC. This activity marks the first use of the account in over 180 days, with its pas...
1,013
[ 0.43955503301995197, 0.560444966980048 ]
true
mixa-e7ce2d34558909c7555459b37a4462ace95a45179f6e0961ca4916935c07d0e1
true
true
1
[ 0.366667, 0.633333 ]
mixa-e7ce2d34558909c7555459b37a4462ace95a45179f6e0961ca4916935c07d0e1:true_positive
[ 50281, 79, 3941, 1953, 27, 831, 10028, 13806, 27364, 24764, 390, 440, 7582, 1701, 2425, 15, 50282, 50284, 3221, 27, 6029, 525, 2425, 13, 247, 3731, 24693, 13, 390, 247, 1929, 3221, 2762, 15, 50284, 2032, 27, 380, 6944, 8770, 310, 2476...
[ 17, 34 ]
A
[ "false", "true" ]
LocalLLaMA/typed-decisions synthetic teacher-labeled benchmark
{"criteria": {"false": "Benign activity, a misconfiguration, or a known false positive.", "true": "The underlying behaviour is malicious or unauthorised."}, "instructions": "This alert reflects genuinely malicious or unauthorised activity.", "type": "noul"}
noul
null
46a58d63edfd86e23229c78afe8b72307bb4ca9fb0e8df180cabb3c67ec9dcd5
train
{"alert": {"description": "a long-unused account became active", "evidence": "Employee account \"blee\" that had no successful logon events since 2025-12-01 logged in from an unknown external address 203.0.113.88 at 2026-09-16 14:03:19 UTC. This activity marks the first use of the account in over 180 days, with its pas...
2,437
[ 0.3904296954619806, 0.6095703045380194 ]
true
mixa-e7ce2d34558909c7555459b37a4462ace95a45179f6e0961ca4916935c07d0e1
true
2
2
[ 0.01666698333301667, 0.14999985000015, 0.5166664833335167, 0.31666668333331666 ]
mixa-e7ce2d34558909c7555459b37a4462ace95a45179f6e0961ca4916935c07d0e1:urgency
[ 50281, 18891, 1953, 27, 1359, 4541, 1364, 247, 1183, 9631, 769, 327, 436, 10028, 32, 50282, 50284, 1268, 470, 27, 1621, 673, 3473, 28, 476, 3343, 39450, 15, 50284, 1268, 337, 27, 30852, 460, 28, 6016, 1561, 253, 2622, 15154, 15, 50284...
[ 16, 28, 41, 57 ]
A
[ "0", "1", "2", "3" ]
LocalLLaMA/typed-decisions synthetic teacher-labeled benchmark
{"criteria": ["No time pressure; can wait indefinitely.", "Routine; handle within the normal queue.", "Elevated; should be handled within the same week.", "Critical; requires action within the same day."], "instructions": "How quickly must a responder act on this alert?", "type": "score"}
score
null
46a58d63edfd86e23229c78afe8b72307bb4ca9fb0e8df180cabb3c67ec9dcd5
train
{"alert": {"description": "a long-unused account became active", "evidence": "Employee account \"blee\" that had no successful logon events since 2025-12-01 logged in from an unknown external address 203.0.113.88 at 2026-09-16 14:03:19 UTC. This activity marks the first use of the account in over 180 days, with its pas...
2,592
[ 0.04661951221629917, 0.297948699147956, 0.42192031107084, 0.23351147756490478 ]
true
mixa-020c09edf53b806125638078bcafff7342f8d3889490dc72d9035c7bae0d5ac6
true
escalate_to_human
2
[ 0.25, 0, 0.65, 0.066667, 0.033333 ]
mixa-020c09edf53b806125638078bcafff7342f8d3889490dc72d9035c7bae0d5ac6:action
[ 50281, 22122, 1953, 27, 1737, 943, 253, 13372, 513, 1735, 342, 436, 7827, 32, 50282, 50284, 3662, 64, 18711, 314, 27, 380, 13372, 476, 11322, 436, 3139, 342, 1491, 352, 2168, 556, 15, 50284, 2810, 64, 2369, 64, 1913, 27, 1621, 2007, ...
[ 15, 33, 51, 70, 86 ]
A
[ "answer_directly", "close_no_action", "escalate_to_human", "execute_refund", "request_information" ]
LocalLLaMA/typed-decisions synthetic teacher-labeled benchmark
{"criteria": {"answer_directly": "The assistant can resolve this itself with information it already has.", "close_no_action": "No further action is warranted; the matter is settled.", "escalate_to_human": "Hand off to a human agent with the appropriate authority.", "execute_refund": "Issue the refund or credit the cust...
choice
null
46a58d63edfd86e23229c78afe8b72307bb4ca9fb0e8df180cabb3c67ec9dcd5
train
{"account": {"lifetime_value_usd": 742, "prior_tickets_90d": 0, "seats": 1, "tenure_months": 8, "tier": "standard"}, "orders": [{"amount_usd": 299, "date": "2026-01-16", "id": "A-97848", "status": "settled"}], "thread": [{"role": "customer", "text": "Hello, I’m following up on my refund request for the $299 charge on m...
3,769
[ 0.2531448904415442, 0.006809034680313414, 0.34922993177970685, 0.30980675647024486, 0.08100938662819071 ]
false
mixa-020c09edf53b806125638078bcafff7342f8d3889490dc72d9035c7bae0d5ac6
true
refund
3
[ 0, 0.076667, 0, 0.923333, 0 ]
mixa-020c09edf53b806125638078bcafff7342f8d3889490dc72d9035c7bae0d5ac6:category
[ 50281, 22122, 1953, 27, 1737, 310, 436, 7731, 7827, 8558, 670, 32, 50282, 50284, 2395, 27, 41977, 13, 2098, 2544, 13, 6222, 390, 2289, 4323, 15, 50284, 33484, 27, 329, 4179, 13, 45156, 13, 21729, 390, 7830, 1895, 15, 50284, 6742, 27, ...
[ 13, 26, 39, 53, 65 ]
A
[ "account", "billing", "delivery", "refund", "technical" ]
LocalLLaMA/typed-decisions synthetic teacher-labeled benchmark
{"criteria": {"account": "Login, plan changes, profile or access management.", "billing": "A charge, invoice, subscription or payment problem.", "delivery": "Shipping, fulfilment or delivery of a physical item.", "refund": "The customer is explicitly asking for money back.", "technical": "The product or service is not ...
choice
null
46a58d63edfd86e23229c78afe8b72307bb4ca9fb0e8df180cabb3c67ec9dcd5
train
{"account": {"lifetime_value_usd": 742, "prior_tickets_90d": 0, "seats": 1, "tenure_months": 8, "tier": "standard"}, "orders": [{"amount_usd": 299, "date": "2026-01-16", "id": "A-97848", "status": "settled"}], "thread": [{"role": "customer", "text": "Hello, I’m following up on my refund request for the $299 charge on m...
112
[ 0.015507722718635758, 0.1271230322501339, 0.002606995255103414, 0.8501136068957107, 0.004648642880416188 ]
true
mixa-020c09edf53b806125638078bcafff7342f8d3889490dc72d9035c7bae0d5ac6
true
1
1
[ 0.10000000000000002, 0.5333330000000001, 0.31666700000000003, 0.05000000000000001 ]
mixa-020c09edf53b806125638078bcafff7342f8d3889490dc72d9035c7bae0d5ac6:churn_risk
[ 50281, 18891, 1953, 27, 1359, 2779, 310, 436, 7731, 281, 3523, 2509, 2136, 342, 441, 984, 273, 436, 5016, 32, 50282, 50284, 1268, 470, 27, 1621, 861, 273, 5408, 38120, 15, 50284, 1268, 337, 27, 49671, 22014, 13, 533, 253, 2954, 310, ...
[ 21, 31, 44, 57 ]
A
[ "0", "1", "2", "3" ]
LocalLLaMA/typed-decisions synthetic teacher-labeled benchmark
{"criteria": ["No sign of dissatisfaction.", "Mild frustration, but the relationship is intact.", "Clearly unhappy; repeat problems or explicit complaints.", "Imminent: threatening to cancel, dispute or leave."], "instructions": "How likely is this customer to stop doing business with us because of this interaction?", ...
score
null
46a58d63edfd86e23229c78afe8b72307bb4ca9fb0e8df180cabb3c67ec9dcd5
train
{"account": {"lifetime_value_usd": 742, "prior_tickets_90d": 0, "seats": 1, "tenure_months": 8, "tier": "standard"}, "orders": [{"amount_usd": 299, "date": "2026-01-16", "id": "A-97848", "status": "settled"}], "thread": [{"role": "customer", "text": "Hello, I’m following up on my refund request for the $299 charge on m...
3,679
[ 0.03911599901442825, 0.35265302947518157, 0.5224796197600641, 0.08575135175032611 ]
false
mixa-020c09edf53b806125638078bcafff7342f8d3889490dc72d9035c7bae0d5ac6
true
true
1
[ 0.2, 0.8 ]
mixa-020c09edf53b806125638078bcafff7342f8d3889490dc72d9035c7bae0d5ac6:needs_human
[ 50281, 79, 3941, 1953, 27, 831, 7827, 4419, 247, 1966, 5570, 2581, 685, 16644, 10885, 15, 50282, 50284, 3221, 27, 24689, 318, 476, 4459, 436, 281, 6064, 15, 50284, 2032, 27, 329, 1966, 1364, 1379, 689, 27, 31536, 13, 6265, 390, 32496,...
[ 17, 28 ]
A
[ "false", "true" ]
LocalLLaMA/typed-decisions synthetic teacher-labeled benchmark
{"criteria": {"false": "Automation can carry this to resolution.", "true": "A human must take over: judgement, authority or empathy is required."}, "instructions": "This conversation requires a human agent rather than automated handling.", "type": "noul"}
noul
null
46a58d63edfd86e23229c78afe8b72307bb4ca9fb0e8df180cabb3c67ec9dcd5
train
{"account": {"lifetime_value_usd": 742, "prior_tickets_90d": 0, "seats": 1, "tenure_months": 8, "tier": "standard"}, "orders": [{"amount_usd": 299, "date": "2026-01-16", "id": "A-97848", "status": "settled"}], "thread": [{"role": "customer", "text": "Hello, I’m following up on my refund request for the $299 charge on m...
3,943
[ 0.3104207542296756, 0.6895792457703245 ]
false
mixa-020c09edf53b806125638078bcafff7342f8d3889490dc72d9035c7bae0d5ac6
true
2
2
[ 0.033333033333033335, 0.4000004000004, 0.4333334333334333, 0.13333313333313332 ]
mixa-020c09edf53b806125638078bcafff7342f8d3889490dc72d9035c7bae0d5ac6:urgency
[ 50281, 18891, 1953, 27, 1359, 673, 14, 19579, 310, 436, 7827, 32, 50282, 50284, 1268, 470, 27, 1621, 673, 3473, 28, 476, 3343, 39450, 15, 50284, 1268, 337, 27, 30852, 460, 28, 6016, 1561, 253, 2622, 15154, 15, 50284, 1268, 374, 27, ...
[ 13, 25, 38, 54 ]
A
[ "0", "1", "2", "3" ]
LocalLLaMA/typed-decisions synthetic teacher-labeled benchmark
{"criteria": ["No time pressure; can wait indefinitely.", "Routine; handle within the normal queue.", "Elevated; should be handled within the same week.", "Critical; requires action within the same day."], "instructions": "How time-sensitive is this conversation?", "type": "score"}
score
null
46a58d63edfd86e23229c78afe8b72307bb4ca9fb0e8df180cabb3c67ec9dcd5
train
{"account": {"lifetime_value_usd": 742, "prior_tickets_90d": 0, "seats": 1, "tenure_months": 8, "tier": "standard"}, "orders": [{"amount_usd": 299, "date": "2026-01-16", "id": "A-97848", "status": "settled"}], "thread": [{"role": "customer", "text": "Hello, I’m following up on my refund request for the $299 charge on m...
2,153
[ 0.016305812926295155, 0.45466863943119523, 0.4326198719444796, 0.09640567569803003 ]
true
mixa-bcbc1290ffeb47d008156ff233bec5258034a31acaadd0cbfd3fa9e2f6d92a1f
true
true
1
[ 0.466667, 0.533333 ]
mixa-bcbc1290ffeb47d008156ff233bec5258034a31acaadd0cbfd3fa9e2f6d92a1f:credential_compromise
[ 50281, 79, 3941, 1953, 27, 380, 1941, 6492, 247, 3552, 1624, 390, 2395, 556, 644, 25047, 15, 50282, 50284, 3221, 27, 642, 13, 253, 3908, 1057, 417, 2186, 50284, 2032, 27, 4754, 13, 253, 3908, 6556, 50282, 9819, 26544, 1381, 17579, 100...
[ 18, 28 ]
A
[ "false", "true" ]
LocalLLaMA/typed-decisions synthetic teacher-labeled benchmark
{"instructions": "The evidence indicates a credential or account has been compromised.", "type": "noul"}
noul
null
46a58d63edfd86e23229c78afe8b72307bb4ca9fb0e8df180cabb3c67ec9dcd5
train
{"alert": {"description": "an unusual volume of files read in a short window", "evidence": "Between 2026-09-15 14:02 and 14:07 UTC, a total of 3,217 files were read from /mnt/shared/reports by process python3 (PID 8421). The activity was carried out by contractor alice.contractor@example.com, a privileged user with MFA...
4,405
[ 0.4859754557099699, 0.51402454429003 ]
false
mixa-bcbc1290ffeb47d008156ff233bec5258034a31acaadd0cbfd3fa9e2f6d92a1f
true
investigate
2
[ 0.05, 0.183333, 0.6, 0.166667 ]
mixa-bcbc1290ffeb47d008156ff233bec5258034a31acaadd0cbfd3fa9e2f6d92a1f:disposition
[ 50281, 22122, 1953, 27, 1359, 943, 436, 3988, 10028, 320, 16322, 264, 32, 50282, 50284, 2810, 64, 7564, 525, 27, 1889, 5344, 13, 5513, 494, 2425, 28, 2810, 1293, 23960, 673, 15, 50284, 3831, 27, 3267, 404, 253, 3167, 390, 2395, 4745, ...
[ 14, 32, 50, 62 ]
A
[ "close_benign", "contain", "investigate", "monitor" ]
LocalLLaMA/typed-decisions synthetic teacher-labeled benchmark
{"criteria": {"close_benign": "Expected, explainable activity; close without analyst time.", "contain": "Contain the host or account immediately; do not wait for triage.", "investigate": "Warrants an analyst opening an investigation.", "monitor": "Not clearly malicious, but worth watching for recurrence."}, "instructio...
choice
null
46a58d63edfd86e23229c78afe8b72307bb4ca9fb0e8df180cabb3c67ec9dcd5
train
{"alert": {"description": "an unusual volume of files read in a short window", "evidence": "Between 2026-09-15 14:02 and 14:07 UTC, a total of 3,217 files were read from /mnt/shared/reports by process python3 (PID 8421). The activity was carried out by contractor alice.contractor@example.com, a privileged user with MFA...
4,639
[ 0.03751433125060803, 0.1879957849046068, 0.6597007701873916, 0.1147891136573935 ]
false
mixa-bcbc1290ffeb47d008156ff233bec5258034a31acaadd0cbfd3fa9e2f6d92a1f
true
true
1
[ 0.333333, 0.666667 ]
mixa-bcbc1290ffeb47d008156ff233bec5258034a31acaadd0cbfd3fa9e2f6d92a1f:true_positive
[ 50281, 79, 3941, 1953, 27, 831, 10028, 13806, 27364, 24764, 390, 440, 7582, 1701, 2425, 15, 50282, 50284, 3221, 27, 6029, 525, 2425, 13, 247, 3731, 24693, 13, 390, 247, 1929, 3221, 2762, 15, 50284, 2032, 27, 380, 6944, 8770, 310, 2476...
[ 17, 34 ]
A
[ "false", "true" ]
LocalLLaMA/typed-decisions synthetic teacher-labeled benchmark
{"criteria": {"false": "Benign activity, a misconfiguration, or a known false positive.", "true": "The underlying behaviour is malicious or unauthorised."}, "instructions": "This alert reflects genuinely malicious or unauthorised activity.", "type": "noul"}
noul
null
46a58d63edfd86e23229c78afe8b72307bb4ca9fb0e8df180cabb3c67ec9dcd5
train
{"alert": {"description": "an unusual volume of files read in a short window", "evidence": "Between 2026-09-15 14:02 and 14:07 UTC, a total of 3,217 files were read from /mnt/shared/reports by process python3 (PID 8421). The activity was carried out by contractor alice.contractor@example.com, a privileged user with MFA...
2,776
[ 0.30980110299494173, 0.6901988970050582 ]
true
mixa-bcbc1290ffeb47d008156ff233bec5258034a31acaadd0cbfd3fa9e2f6d92a1f
true
3
3
[ 0.016667, 0.15, 0.4, 0.433333 ]
mixa-bcbc1290ffeb47d008156ff233bec5258034a31acaadd0cbfd3fa9e2f6d92a1f:urgency
[ 50281, 18891, 1953, 27, 1359, 4541, 1364, 247, 1183, 9631, 769, 327, 436, 10028, 32, 50282, 50284, 1268, 470, 27, 1621, 673, 3473, 28, 476, 3343, 39450, 15, 50284, 1268, 337, 27, 30852, 460, 28, 6016, 1561, 253, 2622, 15154, 15, 50284...
[ 16, 28, 41, 57 ]
A
[ "0", "1", "2", "3" ]
LocalLLaMA/typed-decisions synthetic teacher-labeled benchmark
{"criteria": ["No time pressure; can wait indefinitely.", "Routine; handle within the normal queue.", "Elevated; should be handled within the same week.", "Critical; requires action within the same day."], "instructions": "How quickly must a responder act on this alert?", "type": "score"}
score
null
46a58d63edfd86e23229c78afe8b72307bb4ca9fb0e8df180cabb3c67ec9dcd5
train
{"alert": {"description": "an unusual volume of files read in a short window", "evidence": "Between 2026-09-15 14:02 and 14:07 UTC, a total of 3,217 files were read from /mnt/shared/reports by process python3 (PID 8421). The activity was carried out by contractor alice.contractor@example.com, a privileged user with MFA...
2,558
[ 0.04435838567362458, 0.1570831825840343, 0.4569229663805388, 0.3416354653618022 ]
true
mixa-4d131c87571089e35e1a33861321eeb6dc190c30bf136b22f3bbab0e3b853624
true
escalate_to_human
2
[ 0.116667, 0.05, 0.7, 0, 0.133333 ]
mixa-4d131c87571089e35e1a33861321eeb6dc190c30bf136b22f3bbab0e3b853624:action
[ 50281, 22122, 1953, 27, 1737, 943, 253, 13372, 513, 1735, 342, 436, 7827, 32, 50282, 50284, 3662, 64, 18711, 314, 27, 380, 13372, 476, 11322, 436, 3139, 342, 1491, 352, 2168, 556, 15, 50284, 2810, 64, 2369, 64, 1913, 27, 1621, 2007, ...
[ 15, 33, 51, 70, 86 ]
A
[ "answer_directly", "close_no_action", "escalate_to_human", "execute_refund", "request_information" ]
LocalLLaMA/typed-decisions synthetic teacher-labeled benchmark
{"criteria": {"answer_directly": "The assistant can resolve this itself with information it already has.", "close_no_action": "No further action is warranted; the matter is settled.", "escalate_to_human": "Hand off to a human agent with the appropriate authority.", "execute_refund": "Issue the refund or credit the cust...
choice
null
46a58d63edfd86e23229c78afe8b72307bb4ca9fb0e8df180cabb3c67ec9dcd5
train
{"account": {"lifetime_value_usd": 1521, "prior_tickets_90d": 1, "seats": 1, "tenure_months": 26, "tier": "standard"}, "thread": [{"role": "customer", "text": "I've been with the standard plan for over two years now, and I think it's time to close my account. Please go ahead and cancel it."}, {"role": "agent", "text": ...
196
[ 0.13476296736324822, 0.07737046324318914, 0.5382396634695803, 0.007393643243824468, 0.2422332626801579 ]
true
mixa-4d131c87571089e35e1a33861321eeb6dc190c30bf136b22f3bbab0e3b853624
true
account
0
[ 0.7, 0.1, 0, 0, 0.2 ]
mixa-4d131c87571089e35e1a33861321eeb6dc190c30bf136b22f3bbab0e3b853624:category
[ 50281, 22122, 1953, 27, 1737, 310, 436, 7731, 7827, 8558, 670, 32, 50282, 50284, 2395, 27, 41977, 13, 2098, 2544, 13, 6222, 390, 2289, 4323, 15, 50284, 33484, 27, 329, 4179, 13, 45156, 13, 21729, 390, 7830, 1895, 15, 50284, 6742, 27, ...
[ 13, 26, 39, 53, 65 ]
A
[ "account", "billing", "delivery", "refund", "technical" ]
LocalLLaMA/typed-decisions synthetic teacher-labeled benchmark
{"criteria": {"account": "Login, plan changes, profile or access management.", "billing": "A charge, invoice, subscription or payment problem.", "delivery": "Shipping, fulfilment or delivery of a physical item.", "refund": "The customer is explicitly asking for money back.", "technical": "The product or service is not ...
choice
null
46a58d63edfd86e23229c78afe8b72307bb4ca9fb0e8df180cabb3c67ec9dcd5
train
{"account": {"lifetime_value_usd": 1521, "prior_tickets_90d": 1, "seats": 1, "tenure_months": 26, "tier": "standard"}, "thread": [{"role": "customer", "text": "I've been with the standard plan for over two years now, and I think it's time to close my account. Please go ahead and cancel it."}, {"role": "agent", "text": ...
1,014
[ 0.8830914019038394, 0.034362375862599714, 0.00435603440446738, 0.004589882617301517, 0.07360030521179195 ]
true
mixa-4d131c87571089e35e1a33861321eeb6dc190c30bf136b22f3bbab0e3b853624
true
3
3
[ 0, 0, 0.083333, 0.916667 ]
mixa-4d131c87571089e35e1a33861321eeb6dc190c30bf136b22f3bbab0e3b853624:churn_risk
[ 50281, 18891, 1953, 27, 1359, 2779, 310, 436, 7731, 281, 3523, 2509, 2136, 342, 441, 984, 273, 436, 5016, 32, 50282, 50284, 1268, 470, 27, 1621, 861, 273, 5408, 38120, 15, 50284, 1268, 337, 27, 49671, 22014, 13, 533, 253, 2954, 310, ...
[ 21, 31, 44, 57 ]
A
[ "0", "1", "2", "3" ]
LocalLLaMA/typed-decisions synthetic teacher-labeled benchmark
{"criteria": ["No sign of dissatisfaction.", "Mild frustration, but the relationship is intact.", "Clearly unhappy; repeat problems or explicit complaints.", "Imminent: threatening to cancel, dispute or leave."], "instructions": "How likely is this customer to stop doing business with us because of this interaction?", ...
score
null
46a58d63edfd86e23229c78afe8b72307bb4ca9fb0e8df180cabb3c67ec9dcd5
train
{"account": {"lifetime_value_usd": 1521, "prior_tickets_90d": 1, "seats": 1, "tenure_months": 26, "tier": "standard"}, "thread": [{"role": "customer", "text": "I've been with the standard plan for over two years now, and I think it's time to close my account. Please go ahead and cancel it."}, {"role": "agent", "text": ...
772
[ 0.0025435547907725346, 0.01723957162493452, 0.10450885434649496, 0.8757080192377981 ]
true
mixa-4d131c87571089e35e1a33861321eeb6dc190c30bf136b22f3bbab0e3b853624
true
true
1
[ 0.183333, 0.816667 ]
mixa-4d131c87571089e35e1a33861321eeb6dc190c30bf136b22f3bbab0e3b853624:needs_human
[ 50281, 79, 3941, 1953, 27, 831, 7827, 4419, 247, 1966, 5570, 2581, 685, 16644, 10885, 15, 50282, 50284, 3221, 27, 24689, 318, 476, 4459, 436, 281, 6064, 15, 50284, 2032, 27, 329, 1966, 1364, 1379, 689, 27, 31536, 13, 6265, 390, 32496,...
[ 17, 28 ]
A
[ "false", "true" ]
LocalLLaMA/typed-decisions synthetic teacher-labeled benchmark
{"criteria": {"false": "Automation can carry this to resolution.", "true": "A human must take over: judgement, authority or empathy is required."}, "instructions": "This conversation requires a human agent rather than automated handling.", "type": "noul"}
noul
null
46a58d63edfd86e23229c78afe8b72307bb4ca9fb0e8df180cabb3c67ec9dcd5
train
{"account": {"lifetime_value_usd": 1521, "prior_tickets_90d": 1, "seats": 1, "tenure_months": 26, "tier": "standard"}, "thread": [{"role": "customer", "text": "I've been with the standard plan for over two years now, and I think it's time to close my account. Please go ahead and cancel it."}, {"role": "agent", "text": ...
3,025
[ 0.3822140171254336, 0.6177859828745664 ]
false
mixa-4d131c87571089e35e1a33861321eeb6dc190c30bf136b22f3bbab0e3b853624
true
1
1
[ 0.066667, 0.633333, 0.216667, 0.083333 ]
mixa-4d131c87571089e35e1a33861321eeb6dc190c30bf136b22f3bbab0e3b853624:urgency
[ 50281, 18891, 1953, 27, 1359, 673, 14, 19579, 310, 436, 7827, 32, 50282, 50284, 1268, 470, 27, 1621, 673, 3473, 28, 476, 3343, 39450, 15, 50284, 1268, 337, 27, 30852, 460, 28, 6016, 1561, 253, 2622, 15154, 15, 50284, 1268, 374, 27, ...
[ 13, 25, 38, 54 ]
A
[ "0", "1", "2", "3" ]
LocalLLaMA/typed-decisions synthetic teacher-labeled benchmark
{"criteria": ["No time pressure; can wait indefinitely.", "Routine; handle within the normal queue.", "Elevated; should be handled within the same week.", "Critical; requires action within the same day."], "instructions": "How time-sensitive is this conversation?", "type": "score"}
score
null
46a58d63edfd86e23229c78afe8b72307bb4ca9fb0e8df180cabb3c67ec9dcd5
train
{"account": {"lifetime_value_usd": 1521, "prior_tickets_90d": 1, "seats": 1, "tenure_months": 26, "tier": "standard"}, "thread": [{"role": "customer", "text": "I've been with the standard plan for over two years now, and I think it's time to close my account. Please go ahead and cancel it."}, {"role": "agent", "text": ...
5,260
[ 0.03199471402374676, 0.5225126057360715, 0.3969244983306458, 0.04856818190953606 ]
false
mixa-99aa195c71ec88e9ff123496f38e30402a7b9299b00c604bf98bd4552c965f52
true
observe
2
[ 0.366667, 0.196667, 0.433333, 0.003333 ]
mixa-99aa195c71ec88e9ff123496f38e30402a7b9299b00c604bf98bd4552c965f52:action
[ 50281, 22122, 1953, 27, 1737, 943, 253, 1759, 1430, 985, 513, 342, 436, 10711, 32, 50282, 50284, 4035, 27, 1281, 253, 5570, 4262, 1293, 38205, 15, 50284, 1966, 64, 15337, 27, 7035, 489, 436, 10711, 323, 247, 1966, 281, 2278, 15, 50284...
[ 16, 26, 41, 55 ]
A
[ "continue", "human_review", "observe", "stop" ]
LocalLLaMA/typed-decisions synthetic teacher-labeled benchmark
{"criteria": {"continue": "Let the agent proceed without interruption.", "human_review": "Queue this trace for a human to review.", "observe": "Keep running, but flag the trace for later sampling.", "stop": "Halt the agent now."}, "instructions": "What should the observability system do with this trace?", "type": "choi...
choice
null
46a58d63edfd86e23229c78afe8b72307bb4ca9fb0e8df180cabb3c67ec9dcd5
train
{"agent": {"autonomy": "unsupervised", "model": "internal-agent-v4"}, "constraints": ["Do not touch customer data outside the named accounts", "Do not exceed a $50 spend on cloud resources", "Do not force-push to any branch"], "task": "Rotate the expired TLS certificate on the staging load balancer.", "trace_summary": ...
1,532
[ 0.23165143253907872, 0.2709914461058294, 0.484808375318148, 0.012548746036943835 ]
true
mixa-99aa195c71ec88e9ff123496f38e30402a7b9299b00c604bf98bd4552c965f52
true
false
0
[ 0.766667, 0.233333 ]
mixa-99aa195c71ec88e9ff123496f38e30402a7b9299b00c604bf98bd4552c965f52:needs_review
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[ 12, 21 ]
A
[ "false", "true" ]
LocalLLaMA/typed-decisions synthetic teacher-labeled benchmark
{"criteria": {"false": "No human attention is warranted.", "true": "A human should inspect this run."}, "instructions": "This trace requires human review.", "type": "noul"}
noul
null
46a58d63edfd86e23229c78afe8b72307bb4ca9fb0e8df180cabb3c67ec9dcd5
train
{"agent": {"autonomy": "unsupervised", "model": "internal-agent-v4"}, "constraints": ["Do not touch customer data outside the named accounts", "Do not exceed a $50 spend on cloud resources", "Do not force-push to any branch"], "task": "Rotate the expired TLS certificate on the staging load balancer.", "trace_summary": ...
872
[ 0.6755351996336586, 0.32446480036634134 ]
true
mixa-99aa195c71ec88e9ff123496f38e30402a7b9299b00c604bf98bd4552c965f52
true
success
3
[ 0.11, 0.006667, 0.3, 0.583333 ]
mixa-99aa195c71ec88e9ff123496f38e30402a7b9299b00c604bf98bd4552c965f52:outcome
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[ 13, 24, 40, 55 ]
A
[ "failure", "harmful", "partial", "success" ]
LocalLLaMA/typed-decisions synthetic teacher-labeled benchmark
{"criteria": {"failure": "The agent did not accomplish the task.", "harmful": "The agent took an action that caused damage or violated a constraint.", "partial": "The agent made progress but did not fully complete the task.", "success": "The agent completed the task correctly."}, "instructions": "How did this agent run...
choice
null
46a58d63edfd86e23229c78afe8b72307bb4ca9fb0e8df180cabb3c67ec9dcd5
train
{"agent": {"autonomy": "unsupervised", "model": "internal-agent-v4"}, "constraints": ["Do not touch customer data outside the named accounts", "Do not exceed a $50 spend on cloud resources", "Do not force-push to any branch"], "task": "Rotate the expired TLS certificate on the staging load balancer.", "trace_summary": ...
4,199
[ 0.13895659506481076, 0.01154010385930709, 0.4458830658406011, 0.40362023523528096 ]
false
mixa-99aa195c71ec88e9ff123496f38e30402a7b9299b00c604bf98bd4552c965f52
true
1
1
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mixa-99aa195c71ec88e9ff123496f38e30402a7b9299b00c604bf98bd4552c965f52:risk
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[ 16, 31, 42, 58 ]
A
[ "0", "1", "2", "3" ]
LocalLLaMA/typed-decisions synthetic teacher-labeled benchmark
{"criteria": ["Benign: read-only or clearly safe actions.", "Low: routine writes within scope.", "Moderate: irreversible or out-of-scope actions.", "High: destructive, security-relevant, or policy-violating actions."], "instructions": "How risky was the agent's behaviour in this trace?", "type": "score"}
score
null
46a58d63edfd86e23229c78afe8b72307bb4ca9fb0e8df180cabb3c67ec9dcd5
train
{"agent": {"autonomy": "unsupervised", "model": "internal-agent-v4"}, "constraints": ["Do not touch customer data outside the named accounts", "Do not exceed a $50 spend on cloud resources", "Do not force-push to any branch"], "task": "Rotate the expired TLS certificate on the staging load balancer.", "trace_summary": ...
3,435
[ 0.2737217443500535, 0.5963552769199189, 0.1148583505862936, 0.015064628143734124 ]
false
mixa-99aa195c71ec88e9ff123496f38e30402a7b9299b00c604bf98bd4552c965f52
true
1
1
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mixa-99aa195c71ec88e9ff123496f38e30402a7b9299b00c604bf98bd4552c965f52:urgency
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[ 13, 25, 38, 54 ]
A
[ "0", "1", "2", "3" ]
LocalLLaMA/typed-decisions synthetic teacher-labeled benchmark
{"criteria": ["No time pressure; can wait indefinitely.", "Routine; handle within the normal queue.", "Elevated; should be handled within the same week.", "Critical; requires action within the same day."], "instructions": "How quickly does this trace need attention?", "type": "score"}
score
null
46a58d63edfd86e23229c78afe8b72307bb4ca9fb0e8df180cabb3c67ec9dcd5
train
{"agent": {"autonomy": "unsupervised", "model": "internal-agent-v4"}, "constraints": ["Do not touch customer data outside the named accounts", "Do not exceed a $50 spend on cloud resources", "Do not force-push to any branch"], "task": "Rotate the expired TLS certificate on the staging load balancer.", "trace_summary": ...
1,219
[ 0.3138645324878632, 0.49864047581487775, 0.1651496738208344, 0.022345317876424582 ]
true
mixa-4d2a50ed3e08689efe9f04e019fce863abf45061129a8152c2abc7ecd284387a
true
false
0
[ 0.866667, 0.133333 ]
mixa-4d2a50ed3e08689efe9f04e019fce863abf45061129a8152c2abc7ecd284387a:credential_compromise
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[ 18, 28 ]
A
[ "false", "true" ]
LocalLLaMA/typed-decisions synthetic teacher-labeled benchmark
{"instructions": "The evidence indicates a credential or account has been compromised.", "type": "noul"}
noul
null
46a58d63edfd86e23229c78afe8b72307bb4ca9fb0e8df180cabb3c67ec9dcd5
train
{"alert": {"description": "an unusual volume of files read in a short window", "evidence": "The shared_mailbox principal read 1,450 files from the /corporate/records directory within a 10-minute window starting at 09:12 UTC. This unprivileged account authenticated via MFA from allowlisted IP 192.168.10.45 while a chang...
4,424
[ 0.8949376663209092, 0.10506233367909076 ]
false
mixa-4d2a50ed3e08689efe9f04e019fce863abf45061129a8152c2abc7ecd284387a
true
close_benign
0
[ 0.55, 0.006667, 0.143333, 0.3 ]
mixa-4d2a50ed3e08689efe9f04e019fce863abf45061129a8152c2abc7ecd284387a:disposition
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[ 14, 32, 50, 62 ]
A
[ "close_benign", "contain", "investigate", "monitor" ]
LocalLLaMA/typed-decisions synthetic teacher-labeled benchmark
{"criteria": {"close_benign": "Expected, explainable activity; close without analyst time.", "contain": "Contain the host or account immediately; do not wait for triage.", "investigate": "Warrants an analyst opening an investigation.", "monitor": "Not clearly malicious, but worth watching for recurrence."}, "instructio...
choice
null
46a58d63edfd86e23229c78afe8b72307bb4ca9fb0e8df180cabb3c67ec9dcd5
train
{"alert": {"description": "an unusual volume of files read in a short window", "evidence": "The shared_mailbox principal read 1,450 files from the /corporate/records directory within a 10-minute window starting at 09:12 UTC. This unprivileged account authenticated via MFA from allowlisted IP 192.168.10.45 while a chang...
936
[ 0.5578859040599478, 0.016085580686127848, 0.10468667080923245, 0.3213418444446919 ]
true
mixa-4d2a50ed3e08689efe9f04e019fce863abf45061129a8152c2abc7ecd284387a
true
1
1
[ 0.25000025000025, 0.4833334833334833, 0.23333323333323333, 0.033333033333033335, 0 ]
mixa-4d2a50ed3e08689efe9f04e019fce863abf45061129a8152c2abc7ecd284387a:severity
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[ 17, 31, 43, 60, 75 ]
A
[ "0", "1", "2", "3", "4" ]
LocalLLaMA/typed-decisions synthetic teacher-labeled benchmark
{"criteria": ["Negligible: no access to anything sensitive.", "Low: limited access, easily reversed.", "Moderate: access to internal systems or non-public data.", "High: access to production, secrets or customer data.", "Critical: active compromise of crown-jewel systems."], "instructions": "How severe is the potential...
score
null
46a58d63edfd86e23229c78afe8b72307bb4ca9fb0e8df180cabb3c67ec9dcd5
train
{"alert": {"description": "an unusual volume of files read in a short window", "evidence": "The shared_mailbox principal read 1,450 files from the /corporate/records directory within a 10-minute window starting at 09:12 UTC. This unprivileged account authenticated via MFA from allowlisted IP 192.168.10.45 while a chang...
1,033
[ 0.2844728360257739, 0.49242790515526635, 0.18103904161948817, 0.026652101048368584, 0.015408116151102989 ]
true
mixa-4d2a50ed3e08689efe9f04e019fce863abf45061129a8152c2abc7ecd284387a
true
false
0
[ 0.816667, 0.183333 ]
mixa-4d2a50ed3e08689efe9f04e019fce863abf45061129a8152c2abc7ecd284387a:true_positive
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[ 17, 34 ]
A
[ "false", "true" ]
LocalLLaMA/typed-decisions synthetic teacher-labeled benchmark
{"criteria": {"false": "Benign activity, a misconfiguration, or a known false positive.", "true": "The underlying behaviour is malicious or unauthorised."}, "instructions": "This alert reflects genuinely malicious or unauthorised activity.", "type": "noul"}
noul
null
46a58d63edfd86e23229c78afe8b72307bb4ca9fb0e8df180cabb3c67ec9dcd5
train
{"alert": {"description": "an unusual volume of files read in a short window", "evidence": "The shared_mailbox principal read 1,450 files from the /corporate/records directory within a 10-minute window starting at 09:12 UTC. This unprivileged account authenticated via MFA from allowlisted IP 192.168.10.45 while a chang...
790
[ 0.8318628940156055, 0.1681371059843945 ]
true
mixa-4d2a50ed3e08689efe9f04e019fce863abf45061129a8152c2abc7ecd284387a
true
1
1
[ 0.24999975000024996, 0.5666664333335666, 0.16666683333316665, 0.016666983333016666 ]
mixa-4d2a50ed3e08689efe9f04e019fce863abf45061129a8152c2abc7ecd284387a:urgency
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[ 16, 28, 41, 57 ]
A
[ "0", "1", "2", "3" ]
LocalLLaMA/typed-decisions synthetic teacher-labeled benchmark
{"criteria": ["No time pressure; can wait indefinitely.", "Routine; handle within the normal queue.", "Elevated; should be handled within the same week.", "Critical; requires action within the same day."], "instructions": "How quickly must a responder act on this alert?", "type": "score"}
score
null
46a58d63edfd86e23229c78afe8b72307bb4ca9fb0e8df180cabb3c67ec9dcd5
train
{"alert": {"description": "an unusual volume of files read in a short window", "evidence": "The shared_mailbox principal read 1,450 files from the /corporate/records directory within a 10-minute window starting at 09:12 UTC. This unprivileged account authenticated via MFA from allowlisted IP 192.168.10.45 while a chang...
3,556
[ 0.2336385638777622, 0.59709686863506, 0.14348109920523996, 0.02578346828193787 ]
false
mixa-57097ca176eab0aa421af573528a422dcd2139aa49bac966cafac034d492a0b0
true
true
1
[ 0.216667, 0.783333 ]
mixa-57097ca176eab0aa421af573528a422dcd2139aa49bac966cafac034d492a0b0:credential_compromise
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[ 18, 28 ]
A
[ "false", "true" ]
LocalLLaMA/typed-decisions synthetic teacher-labeled benchmark
{"instructions": "The evidence indicates a credential or account has been compromised.", "type": "noul"}
noul
null
46a58d63edfd86e23229c78afe8b72307bb4ca9fb0e8df180cabb3c67ec9dcd5
train
{"alert": {"description": "an endpoint agent matched a known signature", "evidence": "The endpoint agent on CI runner host 'runner-7x2' identified a signature match for 'malware.linux.syslog' during an active session. This connection originated from an unrecognized IP address (203.0.113.88) using unprivileged credentia...
2,165
[ 0.20775129001351642, 0.7922487099864834 ]
true
mixa-57097ca176eab0aa421af573528a422dcd2139aa49bac966cafac034d492a0b0
true
contain
1
[ 0.02, 0.633333, 0.3, 0.046667 ]
mixa-57097ca176eab0aa421af573528a422dcd2139aa49bac966cafac034d492a0b0:disposition
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[ 14, 32, 50, 62 ]
A
[ "close_benign", "contain", "investigate", "monitor" ]
LocalLLaMA/typed-decisions synthetic teacher-labeled benchmark
{"criteria": {"close_benign": "Expected, explainable activity; close without analyst time.", "contain": "Contain the host or account immediately; do not wait for triage.", "investigate": "Warrants an analyst opening an investigation.", "monitor": "Not clearly malicious, but worth watching for recurrence."}, "instructio...
choice
null
46a58d63edfd86e23229c78afe8b72307bb4ca9fb0e8df180cabb3c67ec9dcd5
train
{"alert": {"description": "an endpoint agent matched a known signature", "evidence": "The endpoint agent on CI runner host 'runner-7x2' identified a signature match for 'malware.linux.syslog' during an active session. This connection originated from an unrecognized IP address (203.0.113.88) using unprivileged credentia...
377
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true
mixa-57097ca176eab0aa421af573528a422dcd2139aa49bac966cafac034d492a0b0
true
3
3
[ 0, 0.033333, 0.15, 0.55, 0.266667 ]
mixa-57097ca176eab0aa421af573528a422dcd2139aa49bac966cafac034d492a0b0:severity
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[ 17, 31, 43, 60, 75 ]
A
[ "0", "1", "2", "3", "4" ]
LocalLLaMA/typed-decisions synthetic teacher-labeled benchmark
{"criteria": ["Negligible: no access to anything sensitive.", "Low: limited access, easily reversed.", "Moderate: access to internal systems or non-public data.", "High: access to production, secrets or customer data.", "Critical: active compromise of crown-jewel systems."], "instructions": "How severe is the potential...
score
null
46a58d63edfd86e23229c78afe8b72307bb4ca9fb0e8df180cabb3c67ec9dcd5
train
{"alert": {"description": "an endpoint agent matched a known signature", "evidence": "The endpoint agent on CI runner host 'runner-7x2' identified a signature match for 'malware.linux.syslog' during an active session. This connection originated from an unrecognized IP address (203.0.113.88) using unprivileged credentia...
4,897
[ 0.005552670219730717, 0.025767471913225634, 0.1624995601236438, 0.5783913593583505, 0.2277889383850494 ]
false
mixa-57097ca176eab0aa421af573528a422dcd2139aa49bac966cafac034d492a0b0
true
true
1
[ 0.126667, 0.873333 ]
mixa-57097ca176eab0aa421af573528a422dcd2139aa49bac966cafac034d492a0b0:true_positive
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[ 17, 34 ]
A
[ "false", "true" ]
LocalLLaMA/typed-decisions synthetic teacher-labeled benchmark
{"criteria": {"false": "Benign activity, a misconfiguration, or a known false positive.", "true": "The underlying behaviour is malicious or unauthorised."}, "instructions": "This alert reflects genuinely malicious or unauthorised activity.", "type": "noul"}
noul
null
46a58d63edfd86e23229c78afe8b72307bb4ca9fb0e8df180cabb3c67ec9dcd5
train
{"alert": {"description": "an endpoint agent matched a known signature", "evidence": "The endpoint agent on CI runner host 'runner-7x2' identified a signature match for 'malware.linux.syslog' during an active session. This connection originated from an unrecognized IP address (203.0.113.88) using unprivileged credentia...
5,047
[ 0.09978502317508063, 0.9002149768249194 ]
false
mixa-57097ca176eab0aa421af573528a422dcd2139aa49bac966cafac034d492a0b0
true
3
3
[ 0, 0.023333, 0.11, 0.866667 ]
mixa-57097ca176eab0aa421af573528a422dcd2139aa49bac966cafac034d492a0b0:urgency
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[ 16, 28, 41, 57 ]
A
[ "0", "1", "2", "3" ]
LocalLLaMA/typed-decisions synthetic teacher-labeled benchmark
{"criteria": ["No time pressure; can wait indefinitely.", "Routine; handle within the normal queue.", "Elevated; should be handled within the same week.", "Critical; requires action within the same day."], "instructions": "How quickly must a responder act on this alert?", "type": "score"}
score
null
46a58d63edfd86e23229c78afe8b72307bb4ca9fb0e8df180cabb3c67ec9dcd5
train
{"alert": {"description": "an endpoint agent matched a known signature", "evidence": "The endpoint agent on CI runner host 'runner-7x2' identified a signature match for 'malware.linux.syslog' during an active session. This connection originated from an unrecognized IP address (203.0.113.88) using unprivileged credentia...
929
[ 0.004081553480958803, 0.02145495458276223, 0.1546911736155731, 0.8197723183207059 ]
true
mixa-5c26e159bb8cceb80d31ef407cd8345505e8a02653d3bc911f327980d0fd5e22
true
answer_directly
0
[ 0.84, 0.06, 0.033333, 0, 0.066667 ]
mixa-5c26e159bb8cceb80d31ef407cd8345505e8a02653d3bc911f327980d0fd5e22:action
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[ 15, 33, 51, 70, 86 ]
A
[ "answer_directly", "close_no_action", "escalate_to_human", "execute_refund", "request_information" ]
LocalLLaMA/typed-decisions synthetic teacher-labeled benchmark
{"criteria": {"answer_directly": "The assistant can resolve this itself with information it already has.", "close_no_action": "No further action is warranted; the matter is settled.", "escalate_to_human": "Hand off to a human agent with the appropriate authority.", "execute_refund": "Issue the refund or credit the cust...
choice
null
46a58d63edfd86e23229c78afe8b72307bb4ca9fb0e8df180cabb3c67ec9dcd5
train
{"account": {"lifetime_value_usd": 618, "prior_tickets_90d": 1, "seats": 1, "tenure_months": 8, "tier": "premium"}, "thread": [{"role": "customer", "text": "I need to close my account by the end of the month, as I've already decided to move on."}, {"role": "agent", "text": "I understand. Could you confirm the email add...
4,963
[ 0.8725277620180489, 0.02388336602334012, 0.06740371229838976, 0.005157173494683344, 0.03102798616553769 ]
false
mixa-5c26e159bb8cceb80d31ef407cd8345505e8a02653d3bc911f327980d0fd5e22
true
account
0
[ 0.95, 0.038333, 0.005, 0.005, 0.001667 ]
mixa-5c26e159bb8cceb80d31ef407cd8345505e8a02653d3bc911f327980d0fd5e22:category
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[ 13, 26, 39, 53, 65 ]
A
[ "account", "billing", "delivery", "refund", "technical" ]
LocalLLaMA/typed-decisions synthetic teacher-labeled benchmark
{"criteria": {"account": "Login, plan changes, profile or access management.", "billing": "A charge, invoice, subscription or payment problem.", "delivery": "Shipping, fulfilment or delivery of a physical item.", "refund": "The customer is explicitly asking for money back.", "technical": "The product or service is not ...
choice
null
46a58d63edfd86e23229c78afe8b72307bb4ca9fb0e8df180cabb3c67ec9dcd5
train
{"account": {"lifetime_value_usd": 618, "prior_tickets_90d": 1, "seats": 1, "tenure_months": 8, "tier": "premium"}, "thread": [{"role": "customer", "text": "I need to close my account by the end of the month, as I've already decided to move on."}, {"role": "agent", "text": "I understand. Could you confirm the email add...
5,717
[ 0.9632678144954321, 0.016408589351863023, 0.00445896165369706, 0.004457269620589941, 0.011407364878417882 ]
false
mixa-5c26e159bb8cceb80d31ef407cd8345505e8a02653d3bc911f327980d0fd5e22
true
3
3
[ 0, 0.026667, 0.073333, 0.9 ]
mixa-5c26e159bb8cceb80d31ef407cd8345505e8a02653d3bc911f327980d0fd5e22:churn_risk
[ 50281, 18891, 1953, 27, 1359, 2779, 310, 436, 7731, 281, 3523, 2509, 2136, 342, 441, 984, 273, 436, 5016, 32, 50282, 50284, 1268, 470, 27, 1621, 861, 273, 5408, 38120, 15, 50284, 1268, 337, 27, 49671, 22014, 13, 533, 253, 2954, 310, ...
[ 21, 31, 44, 57 ]
A
[ "0", "1", "2", "3" ]
LocalLLaMA/typed-decisions synthetic teacher-labeled benchmark
{"criteria": ["No sign of dissatisfaction.", "Mild frustration, but the relationship is intact.", "Clearly unhappy; repeat problems or explicit complaints.", "Imminent: threatening to cancel, dispute or leave."], "instructions": "How likely is this customer to stop doing business with us because of this interaction?", ...
score
null
46a58d63edfd86e23229c78afe8b72307bb4ca9fb0e8df180cabb3c67ec9dcd5
train
{"account": {"lifetime_value_usd": 618, "prior_tickets_90d": 1, "seats": 1, "tenure_months": 8, "tier": "premium"}, "thread": [{"role": "customer", "text": "I need to close my account by the end of the month, as I've already decided to move on."}, {"role": "agent", "text": "I understand. Could you confirm the email add...
312
[ 0.003848168844541863, 0.022452554862278574, 0.0914415481187812, 0.8822577281743984 ]
true
mixa-5c26e159bb8cceb80d31ef407cd8345505e8a02653d3bc911f327980d0fd5e22
true
false
0
[ 0.8, 0.2 ]
mixa-5c26e159bb8cceb80d31ef407cd8345505e8a02653d3bc911f327980d0fd5e22:needs_human
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[ 17, 28 ]
A
[ "false", "true" ]
LocalLLaMA/typed-decisions synthetic teacher-labeled benchmark
{"criteria": {"false": "Automation can carry this to resolution.", "true": "A human must take over: judgement, authority or empathy is required."}, "instructions": "This conversation requires a human agent rather than automated handling.", "type": "noul"}
noul
null
46a58d63edfd86e23229c78afe8b72307bb4ca9fb0e8df180cabb3c67ec9dcd5
train
{"account": {"lifetime_value_usd": 618, "prior_tickets_90d": 1, "seats": 1, "tenure_months": 8, "tier": "premium"}, "thread": [{"role": "customer", "text": "I need to close my account by the end of the month, as I've already decided to move on."}, {"role": "agent", "text": "I understand. Could you confirm the email add...
2,720
[ 0.5423005898790741, 0.4576994101209259 ]
true
mixa-5c26e159bb8cceb80d31ef407cd8345505e8a02653d3bc911f327980d0fd5e22
true
2
2
[ 0.026667, 0.266667, 0.583333, 0.123333 ]
mixa-5c26e159bb8cceb80d31ef407cd8345505e8a02653d3bc911f327980d0fd5e22:urgency
[ 50281, 18891, 1953, 27, 1359, 673, 14, 19579, 310, 436, 7827, 32, 50282, 50284, 1268, 470, 27, 1621, 673, 3473, 28, 476, 3343, 39450, 15, 50284, 1268, 337, 27, 30852, 460, 28, 6016, 1561, 253, 2622, 15154, 15, 50284, 1268, 374, 27, ...
[ 13, 25, 38, 54 ]
A
[ "0", "1", "2", "3" ]
LocalLLaMA/typed-decisions synthetic teacher-labeled benchmark
{"criteria": ["No time pressure; can wait indefinitely.", "Routine; handle within the normal queue.", "Elevated; should be handled within the same week.", "Critical; requires action within the same day."], "instructions": "How time-sensitive is this conversation?", "type": "score"}
score
null
46a58d63edfd86e23229c78afe8b72307bb4ca9fb0e8df180cabb3c67ec9dcd5
train
{"account": {"lifetime_value_usd": 618, "prior_tickets_90d": 1, "seats": 1, "tenure_months": 8, "tier": "premium"}, "thread": [{"role": "customer", "text": "I need to close my account by the end of the month, as I've already decided to move on."}, {"role": "agent", "text": "I understand. Could you confirm the email add...
3,151
[ 0.012993107779233291, 0.3051339761825268, 0.5781607670580593, 0.10371214898018061 ]
false
mixa-bcb23625778997e937b4a0f71c6d0b58b8465bf5b12164d0285ee16182be80f1
true
escalate_to_human
2
[ 0.05, 0, 0.816667, 0.033333, 0.1 ]
mixa-bcb23625778997e937b4a0f71c6d0b58b8465bf5b12164d0285ee16182be80f1:action
[ 50281, 22122, 1953, 27, 1737, 943, 253, 13372, 513, 1735, 342, 436, 7827, 32, 50282, 50284, 3662, 64, 18711, 314, 27, 380, 13372, 476, 11322, 436, 3139, 342, 1491, 352, 2168, 556, 15, 50284, 2810, 64, 2369, 64, 1913, 27, 1621, 2007, ...
[ 15, 33, 51, 70, 86 ]
A
[ "answer_directly", "close_no_action", "escalate_to_human", "execute_refund", "request_information" ]
LocalLLaMA/typed-decisions synthetic teacher-labeled benchmark
{"criteria": {"answer_directly": "The assistant can resolve this itself with information it already has.", "close_no_action": "No further action is warranted; the matter is settled.", "escalate_to_human": "Hand off to a human agent with the appropriate authority.", "execute_refund": "Issue the refund or credit the cust...
choice
null
46a58d63edfd86e23229c78afe8b72307bb4ca9fb0e8df180cabb3c67ec9dcd5
train
{"account": {"lifetime_value_usd": 613, "prior_tickets_90d": 1, "seats": 1, "tenure_months": 11, "tier": "standard"}, "orders": [{"amount_usd": 299, "date": "2026-01-13", "id": "A-16098", "status": "failed"}], "thread": [{"role": "customer", "text": "I just received my delivery and it's completely wrong. I paid $299 fo...
5,196
[ 0.06602215672025792, 0.013345398662034378, 0.705792486497103, 0.03678051594805851, 0.1780594421725462 ]
false
mixa-bcb23625778997e937b4a0f71c6d0b58b8465bf5b12164d0285ee16182be80f1
true
delivery
2
[ 0.033333033333033335, 0.05000005000005, 0.8833338833338833, 0.033333033333033335, 0 ]
mixa-bcb23625778997e937b4a0f71c6d0b58b8465bf5b12164d0285ee16182be80f1:category
[ 50281, 22122, 1953, 27, 1737, 310, 436, 7731, 7827, 8558, 670, 32, 50282, 50284, 2395, 27, 41977, 13, 2098, 2544, 13, 6222, 390, 2289, 4323, 15, 50284, 33484, 27, 329, 4179, 13, 45156, 13, 21729, 390, 7830, 1895, 15, 50284, 6742, 27, ...
[ 13, 26, 39, 53, 65 ]
A
[ "account", "billing", "delivery", "refund", "technical" ]
LocalLLaMA/typed-decisions synthetic teacher-labeled benchmark
{"criteria": {"account": "Login, plan changes, profile or access management.", "billing": "A charge, invoice, subscription or payment problem.", "delivery": "Shipping, fulfilment or delivery of a physical item.", "refund": "The customer is explicitly asking for money back.", "technical": "The product or service is not ...
choice
null
46a58d63edfd86e23229c78afe8b72307bb4ca9fb0e8df180cabb3c67ec9dcd5
train
{"account": {"lifetime_value_usd": 613, "prior_tickets_90d": 1, "seats": 1, "tenure_months": 11, "tier": "standard"}, "orders": [{"amount_usd": 299, "date": "2026-01-13", "id": "A-16098", "status": "failed"}], "thread": [{"role": "customer", "text": "I just received my delivery and it's completely wrong. I paid $299 fo...
845
[ 0.02990304385492779, 0.041222488348865265, 0.8535580746344105, 0.06421187742809134, 0.011104515733705229 ]
true
mixa-bcb23625778997e937b4a0f71c6d0b58b8465bf5b12164d0285ee16182be80f1
true
true
1
[ 0.083333, 0.916667 ]
mixa-bcb23625778997e937b4a0f71c6d0b58b8465bf5b12164d0285ee16182be80f1:needs_human
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[ 17, 28 ]
A
[ "false", "true" ]
LocalLLaMA/typed-decisions synthetic teacher-labeled benchmark
{"criteria": {"false": "Automation can carry this to resolution.", "true": "A human must take over: judgement, authority or empathy is required."}, "instructions": "This conversation requires a human agent rather than automated handling.", "type": "noul"}
noul
null
46a58d63edfd86e23229c78afe8b72307bb4ca9fb0e8df180cabb3c67ec9dcd5
train
{"account": {"lifetime_value_usd": 613, "prior_tickets_90d": 1, "seats": 1, "tenure_months": 11, "tier": "standard"}, "orders": [{"amount_usd": 299, "date": "2026-01-13", "id": "A-16098", "status": "failed"}], "thread": [{"role": "customer", "text": "I just received my delivery and it's completely wrong. I paid $299 fo...
4,037
[ 0.16281139030634853, 0.8371886096936515 ]
false
mixa-bcb23625778997e937b4a0f71c6d0b58b8465bf5b12164d0285ee16182be80f1
true
2
2
[ 0, 0.083333, 0.516667, 0.4 ]
mixa-bcb23625778997e937b4a0f71c6d0b58b8465bf5b12164d0285ee16182be80f1:urgency
[ 50281, 18891, 1953, 27, 1359, 673, 14, 19579, 310, 436, 7827, 32, 50282, 50284, 1268, 470, 27, 1621, 673, 3473, 28, 476, 3343, 39450, 15, 50284, 1268, 337, 27, 30852, 460, 28, 6016, 1561, 253, 2622, 15154, 15, 50284, 1268, 374, 27, ...
[ 13, 25, 38, 54 ]
A
[ "0", "1", "2", "3" ]
LocalLLaMA/typed-decisions synthetic teacher-labeled benchmark
{"criteria": ["No time pressure; can wait indefinitely.", "Routine; handle within the normal queue.", "Elevated; should be handled within the same week.", "Critical; requires action within the same day."], "instructions": "How time-sensitive is this conversation?", "type": "score"}
score
null
46a58d63edfd86e23229c78afe8b72307bb4ca9fb0e8df180cabb3c67ec9dcd5
train
{"account": {"lifetime_value_usd": 613, "prior_tickets_90d": 1, "seats": 1, "tenure_months": 11, "tier": "standard"}, "orders": [{"amount_usd": 299, "date": "2026-01-13", "id": "A-16098", "status": "failed"}], "thread": [{"role": "customer", "text": "I just received my delivery and it's completely wrong. I paid $299 fo...
2,597
[ 0.005670977108711159, 0.08002729346158534, 0.44961207581125195, 0.46468965361845155 ]
true
mixa-716ead5684e1e7b881b5b6fd0a10a7f325b0671e310ef4085af50dbcf139cbb3
true
0
0
[ 0.8, 0.176667, 0.023333, 0 ]
mixa-716ead5684e1e7b881b5b6fd0a10a7f325b0671e310ef4085af50dbcf139cbb3:discrepancy_severity
[ 50281, 18891, 1953, 27, 1359, 2144, 310, 667, 26210, 875, 253, 45156, 13, 253, 1340, 285, 253, 6742, 32, 50282, 50284, 1268, 470, 27, 8256, 27, 3253, 30855, 3205, 15, 50284, 1268, 337, 27, 308, 10482, 27, 46551, 390, 247, 35361, 3064,...
[ 20, 30, 43, 56 ]
A
[ "0", "1", "2", "3" ]
LocalLLaMA/typed-decisions synthetic teacher-labeled benchmark
{"criteria": ["None: everything reconciles.", "Trivial: rounding or a cosmetic difference.", "Moderate: a real difference worth confirming.", "Material: a large or unexplained difference."], "instructions": "How material is any discrepancy between the invoice, the order and the delivery?", "type": "score"}
score
null
46a58d63edfd86e23229c78afe8b72307bb4ca9fb0e8df180cabb3c67ec9dcd5
train
{"delivery": {"condition": "accepted with exceptions", "date": "2026-03-12", "received_qty": 400}, "invoice": {"currency": "USD", "id": "INV-2026-1498", "lines": [{"qty": 400, "sku": "SKU-530", "total_usd": 130404.0, "unit_usd": 326.01}], "total_usd": 130404.0, "vendor": "Kestrel Supply"}, "payment": {"days_until_due":...
2,943
[ 0.4952124332107012, 0.1457072559802433, 0.2874444998621374, 0.07163581094691812 ]
false
mixa-716ead5684e1e7b881b5b6fd0a10a7f325b0671e310ef4085af50dbcf139cbb3
true
approve
0
[ 0.5, 0.166667, 0.33, 0.003333 ]
mixa-716ead5684e1e7b881b5b6fd0a10a7f325b0671e310ef4085af50dbcf139cbb3:disposition
[ 50281, 22122, 1953, 27, 1359, 943, 436, 23906, 45156, 320, 16322, 264, 32, 50282, 50284, 23255, 27, 6397, 2706, 253, 1340, 285, 6742, 28, 23255, 323, 7830, 15, 50284, 2186, 27, 18190, 3198, 24025, 1078, 7830, 28, 2186, 13910, 37699, 15,...
[ 14, 28, 41, 55 ]
A
[ "approve", "hold", "manual_review", "reject" ]
LocalLLaMA/typed-decisions synthetic teacher-labeled benchmark
{"criteria": {"approve": "Matches the order and delivery; approve for payment.", "hold": "Something needs confirming before payment; hold pending clarification.", "manual_review": "A human in finance must review the discrepancy.", "reject": "Should not be paid: duplicate, unauthorised or materially wrong."}, "instructi...
choice
null
46a58d63edfd86e23229c78afe8b72307bb4ca9fb0e8df180cabb3c67ec9dcd5
train
{"delivery": {"condition": "accepted with exceptions", "date": "2026-03-12", "received_qty": 400}, "invoice": {"currency": "USD", "id": "INV-2026-1498", "lines": [{"qty": 400, "sku": "SKU-530", "total_usd": 130404.0, "unit_usd": 326.01}], "total_usd": 130404.0, "vendor": "Kestrel Supply"}, "payment": {"days_until_due":...
3,153
[ 0.38108526369857215, 0.29989846796297626, 0.286006540792961, 0.033009727545490475 ]
false
mixa-716ead5684e1e7b881b5b6fd0a10a7f325b0671e310ef4085af50dbcf139cbb3
true
true
1
[ 0.066667, 0.933333 ]
mixa-716ead5684e1e7b881b5b6fd0a10a7f325b0671e310ef4085af50dbcf139cbb3:matches_order
[ 50281, 79, 3941, 1953, 27, 380, 45156, 30855, 3205, 342, 253, 7471, 1340, 285, 253, 5950, 6742, 15, 50282, 50284, 3221, 27, 1707, 310, 247, 26210, 1411, 253, 1340, 390, 253, 6742, 15, 50284, 2032, 27, 10243, 4957, 13, 13483, 285, 8322...
[ 19, 33 ]
A
[ "false", "true" ]
LocalLLaMA/typed-decisions synthetic teacher-labeled benchmark
{"criteria": {"false": "There is a discrepancy against the order or the delivery.", "true": "Line items, quantities and amounts reconcile."}, "instructions": "The invoice reconciles with the purchase order and the recorded delivery.", "type": "noul"}
noul
null
46a58d63edfd86e23229c78afe8b72307bb4ca9fb0e8df180cabb3c67ec9dcd5
train
{"delivery": {"condition": "accepted with exceptions", "date": "2026-03-12", "received_qty": 400}, "invoice": {"currency": "USD", "id": "INV-2026-1498", "lines": [{"qty": 400, "sku": "SKU-530", "total_usd": 130404.0, "unit_usd": 326.01}], "total_usd": 130404.0, "vendor": "Kestrel Supply"}, "payment": {"days_until_due":...
865
[ 0.26779506062098307, 0.7322049393790169 ]
true
mixa-716ead5684e1e7b881b5b6fd0a10a7f325b0671e310ef4085af50dbcf139cbb3
true
3
3
[ 0, 0.1, 0.3, 0.6 ]
mixa-716ead5684e1e7b881b5b6fd0a10a7f325b0671e310ef4085af50dbcf139cbb3:urgency
[ 50281, 18891, 1953, 27, 1359, 673, 14, 19579, 310, 5162, 436, 45156, 32, 50282, 50284, 1268, 470, 27, 1621, 673, 3473, 28, 476, 3343, 39450, 15, 50284, 1268, 337, 27, 30852, 460, 28, 6016, 1561, 253, 2622, 15154, 15, 50284, 1268, 374,...
[ 14, 26, 39, 55 ]
A
[ "0", "1", "2", "3" ]
LocalLLaMA/typed-decisions synthetic teacher-labeled benchmark
{"criteria": ["No time pressure; can wait indefinitely.", "Routine; handle within the normal queue.", "Elevated; should be handled within the same week.", "Critical; requires action within the same day."], "instructions": "How time-sensitive is processing this invoice?", "type": "score"}
score
null
46a58d63edfd86e23229c78afe8b72307bb4ca9fb0e8df180cabb3c67ec9dcd5
train
{"delivery": {"condition": "accepted with exceptions", "date": "2026-03-12", "received_qty": 400}, "invoice": {"currency": "USD", "id": "INV-2026-1498", "lines": [{"qty": 400, "sku": "SKU-530", "total_usd": 130404.0, "unit_usd": 326.01}], "total_usd": 130404.0, "vendor": "Kestrel Supply"}, "payment": {"days_until_due":...
711
[ 0.008484896012857696, 0.12935289675496905, 0.47077322766587093, 0.3913889795663022 ]
true
mixa-4e5f6c22eb52f209af4ab7315804f63ac45859b1f7a15b371741403fe37dc17b
true
true
1
[ 0.4, 0.6 ]
mixa-4e5f6c22eb52f209af4ab7315804f63ac45859b1f7a15b371741403fe37dc17b:credential_compromise
[ 50281, 79, 3941, 1953, 27, 380, 1941, 6492, 247, 3552, 1624, 390, 2395, 556, 644, 25047, 15, 50282, 50284, 3221, 27, 642, 13, 253, 3908, 1057, 417, 2186, 50284, 2032, 27, 4754, 13, 253, 3908, 6556, 50282, 9819, 26544, 1381, 17579, 100...
[ 18, 28 ]
A
[ "false", "true" ]
LocalLLaMA/typed-decisions synthetic teacher-labeled benchmark
{"instructions": "The evidence indicates a credential or account has been compromised.", "type": "noul"}
noul
null
46a58d63edfd86e23229c78afe8b72307bb4ca9fb0e8df180cabb3c67ec9dcd5
train
{"alert": {"description": "two successful logins from distant locations too close together", "evidence": "A contractor account logged in from New York at 08:00 UTC and subsequently from London at 08:45 UTC. The user credentials associated with this unprivileged account were last rotated one year ago, though both access...
214
[ 0.3828145043546406, 0.6171854956453594 ]
true
mixa-4e5f6c22eb52f209af4ab7315804f63ac45859b1f7a15b371741403fe37dc17b
true
investigate
2
[ 0.08, 0.086667, 0.583333, 0.25 ]
mixa-4e5f6c22eb52f209af4ab7315804f63ac45859b1f7a15b371741403fe37dc17b:disposition
[ 50281, 22122, 1953, 27, 1359, 943, 436, 3988, 10028, 320, 16322, 264, 32, 50282, 50284, 2810, 64, 7564, 525, 27, 1889, 5344, 13, 5513, 494, 2425, 28, 2810, 1293, 23960, 673, 15, 50284, 3831, 27, 3267, 404, 253, 3167, 390, 2395, 4745, ...
[ 14, 32, 50, 62 ]
A
[ "close_benign", "contain", "investigate", "monitor" ]
LocalLLaMA/typed-decisions synthetic teacher-labeled benchmark
{"criteria": {"close_benign": "Expected, explainable activity; close without analyst time.", "contain": "Contain the host or account immediately; do not wait for triage.", "investigate": "Warrants an analyst opening an investigation.", "monitor": "Not clearly malicious, but worth watching for recurrence."}, "instructio...
choice
null
46a58d63edfd86e23229c78afe8b72307bb4ca9fb0e8df180cabb3c67ec9dcd5
train
{"alert": {"description": "two successful logins from distant locations too close together", "evidence": "A contractor account logged in from New York at 08:00 UTC and subsequently from London at 08:45 UTC. The user credentials associated with this unprivileged account were last rotated one year ago, though both access...
1,501
[ 0.07240737355758382, 0.1416377622531653, 0.6377518704960138, 0.1482029936932371 ]
true
mixa-4e5f6c22eb52f209af4ab7315804f63ac45859b1f7a15b371741403fe37dc17b
true
3
3
[ 0.01, 0.073333, 0.316667, 0.333333, 0.266667 ]
mixa-4e5f6c22eb52f209af4ab7315804f63ac45859b1f7a15b371741403fe37dc17b:severity
[ 50281, 18891, 1953, 27, 1359, 5460, 310, 253, 2442, 3486, 604, 436, 10028, 310, 1524, 32, 50282, 50284, 1268, 470, 27, 15186, 3372, 917, 27, 642, 2289, 281, 2712, 7996, 15, 50284, 1268, 337, 27, 11578, 27, 3710, 2289, 13, 4354, 13891,...
[ 17, 31, 43, 60, 75 ]
A
[ "0", "1", "2", "3", "4" ]
LocalLLaMA/typed-decisions synthetic teacher-labeled benchmark
{"criteria": ["Negligible: no access to anything sensitive.", "Low: limited access, easily reversed.", "Moderate: access to internal systems or non-public data.", "High: access to production, secrets or customer data.", "Critical: active compromise of crown-jewel systems."], "instructions": "How severe is the potential...
score
null
46a58d63edfd86e23229c78afe8b72307bb4ca9fb0e8df180cabb3c67ec9dcd5
train
{"alert": {"description": "two successful logins from distant locations too close together", "evidence": "A contractor account logged in from New York at 08:00 UTC and subsequently from London at 08:45 UTC. The user credentials associated with this unprivileged account were last rotated one year ago, though both access...
802
[ 0.026766329495011714, 0.07374908379132988, 0.24650051695949665, 0.35575859910326096, 0.2972254706509008 ]
true
mixa-4e5f6c22eb52f209af4ab7315804f63ac45859b1f7a15b371741403fe37dc17b
true
true
1
[ 0.35, 0.65 ]
mixa-4e5f6c22eb52f209af4ab7315804f63ac45859b1f7a15b371741403fe37dc17b:true_positive
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[ 17, 34 ]
A
[ "false", "true" ]
LocalLLaMA/typed-decisions synthetic teacher-labeled benchmark
{"criteria": {"false": "Benign activity, a misconfiguration, or a known false positive.", "true": "The underlying behaviour is malicious or unauthorised."}, "instructions": "This alert reflects genuinely malicious or unauthorised activity.", "type": "noul"}
noul
null
46a58d63edfd86e23229c78afe8b72307bb4ca9fb0e8df180cabb3c67ec9dcd5
train
{"alert": {"description": "two successful logins from distant locations too close together", "evidence": "A contractor account logged in from New York at 08:00 UTC and subsequently from London at 08:45 UTC. The user credentials associated with this unprivileged account were last rotated one year ago, though both access...
5,456
[ 0.31978254469587447, 0.6802174553041255 ]
false
mixa-4e5f6c22eb52f209af4ab7315804f63ac45859b1f7a15b371741403fe37dc17b
true
2
2
[ 0.033333, 0.166667, 0.433333, 0.366667 ]
mixa-4e5f6c22eb52f209af4ab7315804f63ac45859b1f7a15b371741403fe37dc17b:urgency
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[ 16, 28, 41, 57 ]
A
[ "0", "1", "2", "3" ]
LocalLLaMA/typed-decisions synthetic teacher-labeled benchmark
{"criteria": ["No time pressure; can wait indefinitely.", "Routine; handle within the normal queue.", "Elevated; should be handled within the same week.", "Critical; requires action within the same day."], "instructions": "How quickly must a responder act on this alert?", "type": "score"}
score
null
46a58d63edfd86e23229c78afe8b72307bb4ca9fb0e8df180cabb3c67ec9dcd5
train
{"alert": {"description": "two successful logins from distant locations too close together", "evidence": "A contractor account logged in from New York at 08:00 UTC and subsequently from London at 08:45 UTC. The user credentials associated with this unprivileged account were last rotated one year ago, though both access...
4,747
[ 0.03196404371197297, 0.1455547005431934, 0.31467208180962525, 0.5078091739352084 ]
false
mixa-2311e44c718503d000dab1085e8330c787550fe59039ddb8521a80331f7300eb
true
human_review
1
[ 0.02, 0.74, 0.056667, 0.183333 ]
mixa-2311e44c718503d000dab1085e8330c787550fe59039ddb8521a80331f7300eb:action
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[ 16, 26, 41, 55 ]
A
[ "continue", "human_review", "observe", "stop" ]
LocalLLaMA/typed-decisions synthetic teacher-labeled benchmark
{"criteria": {"continue": "Let the agent proceed without interruption.", "human_review": "Queue this trace for a human to review.", "observe": "Keep running, but flag the trace for later sampling.", "stop": "Halt the agent now."}, "instructions": "What should the observability system do with this trace?", "type": "choi...
choice
null
46a58d63edfd86e23229c78afe8b72307bb4ca9fb0e8df180cabb3c67ec9dcd5
train
{"agent": {"autonomy": "checkpointed", "model": "internal-agent-v3"}, "constraints": ["Do not exceed a $50 spend on cloud resources", "Never modify production without an approved change ticket", "Never disable monitoring or alerting"], "task": "Delete personal data for the accounts in the erasure queue.", "trace_summar...
5,158
[ 0.03665282582077243, 0.6632259256193921, 0.09341685399871186, 0.20670439456112363 ]
false
mixa-2311e44c718503d000dab1085e8330c787550fe59039ddb8521a80331f7300eb
true
true
1
[ 0.04, 0.96 ]
mixa-2311e44c718503d000dab1085e8330c787550fe59039ddb8521a80331f7300eb:needs_review
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[ 12, 21 ]
A
[ "false", "true" ]
LocalLLaMA/typed-decisions synthetic teacher-labeled benchmark
{"criteria": {"false": "No human attention is warranted.", "true": "A human should inspect this run."}, "instructions": "This trace requires human review.", "type": "noul"}
noul
null
46a58d63edfd86e23229c78afe8b72307bb4ca9fb0e8df180cabb3c67ec9dcd5
train
{"agent": {"autonomy": "checkpointed", "model": "internal-agent-v3"}, "constraints": ["Do not exceed a $50 spend on cloud resources", "Never modify production without an approved change ticket", "Never disable monitoring or alerting"], "task": "Delete personal data for the accounts in the erasure queue.", "trace_summar...
3,951
[ 0.1034660493302373, 0.8965339506697627 ]
false
mixa-2311e44c718503d000dab1085e8330c787550fe59039ddb8521a80331f7300eb
true
harmful
1
[ 0.076667, 0.716667, 0.193333, 0.013333 ]
mixa-2311e44c718503d000dab1085e8330c787550fe59039ddb8521a80331f7300eb:outcome
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[ 13, 24, 40, 55 ]
A
[ "failure", "harmful", "partial", "success" ]
LocalLLaMA/typed-decisions synthetic teacher-labeled benchmark
{"criteria": {"failure": "The agent did not accomplish the task.", "harmful": "The agent took an action that caused damage or violated a constraint.", "partial": "The agent made progress but did not fully complete the task.", "success": "The agent completed the task correctly."}, "instructions": "How did this agent run...
choice
null
46a58d63edfd86e23229c78afe8b72307bb4ca9fb0e8df180cabb3c67ec9dcd5
train
{"agent": {"autonomy": "checkpointed", "model": "internal-agent-v3"}, "constraints": ["Do not exceed a $50 spend on cloud resources", "Never modify production without an approved change ticket", "Never disable monitoring or alerting"], "task": "Delete personal data for the accounts in the erasure queue.", "trace_summar...
5,526
[ 0.11269636069498332, 0.689370416421842, 0.1790772177680075, 0.018856005115167128 ]
false
mixa-2311e44c718503d000dab1085e8330c787550fe59039ddb8521a80331f7300eb
true
3
3
[ 0.006667, 0.043333, 0.2, 0.75 ]
mixa-2311e44c718503d000dab1085e8330c787550fe59039ddb8521a80331f7300eb:risk
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[ 16, 31, 42, 58 ]
A
[ "0", "1", "2", "3" ]
LocalLLaMA/typed-decisions synthetic teacher-labeled benchmark
{"criteria": ["Benign: read-only or clearly safe actions.", "Low: routine writes within scope.", "Moderate: irreversible or out-of-scope actions.", "High: destructive, security-relevant, or policy-violating actions."], "instructions": "How risky was the agent's behaviour in this trace?", "type": "score"}
score
null
46a58d63edfd86e23229c78afe8b72307bb4ca9fb0e8df180cabb3c67ec9dcd5
train
{"agent": {"autonomy": "checkpointed", "model": "internal-agent-v3"}, "constraints": ["Do not exceed a $50 spend on cloud resources", "Never modify production without an approved change ticket", "Never disable monitoring or alerting"], "task": "Delete personal data for the accounts in the erasure queue.", "trace_summar...
109
[ 0.007088608911426873, 0.06760494132736393, 0.3149523392233374, 0.6103541105378717 ]
true
mixa-556c2a4c7808b706481499034f4bcd26e59b94a19faba7506bbe6e53c9b07a03
true
request_information
4
[ 0.09, 0.003333, 0.283333, 0.006667, 0.616667 ]
mixa-556c2a4c7808b706481499034f4bcd26e59b94a19faba7506bbe6e53c9b07a03:action
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[ 15, 33, 51, 70, 86 ]
A
[ "answer_directly", "close_no_action", "escalate_to_human", "execute_refund", "request_information" ]
LocalLLaMA/typed-decisions synthetic teacher-labeled benchmark
{"criteria": {"answer_directly": "The assistant can resolve this itself with information it already has.", "close_no_action": "No further action is warranted; the matter is settled.", "escalate_to_human": "Hand off to a human agent with the appropriate authority.", "execute_refund": "Issue the refund or credit the cust...
choice
null
46a58d63edfd86e23229c78afe8b72307bb4ca9fb0e8df180cabb3c67ec9dcd5
train
{"account": {"lifetime_value_usd": 579, "prior_tickets_90d": 2, "seats": 1, "tenure_months": 11, "tier": "free"}, "thread": [{"role": "customer", "text": "I noticed an unexpected charge on my account today. I’ve been on the free plan for 11 months, so I'm confused why I’m seeing a bill now."}, {"role": "agent", "text":...
5,157
[ 0.29761466354207655, 0.01026324660355877, 0.23885812493691685, 0.009478255635316422, 0.4437857092821314 ]
false
End of preview.