Model card: rename Trida2.0-4B to Zoro (#1)
Browse files- Model card: rename Trida2.0-4B to Zoro (d51eec766e9040014207e7f6980b4bcb44ca63cb)
README.md
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- qwen3.5
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# trillionlabs/
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*English | [한국어](./README_ko.md)*
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**
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by continued SFT with the **full-mask recipe** — 100% of each block masked (single view, no
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complementary mask) at block size **bd=8**, fresh optimizer, LR 5e-5, ~2k steps — starting from the
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base SFT checkpoint (v6, step_18000).
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Concurrency 1, threshold 0.9, reasoning on. *A vanilla Qwen3.5-4B baseline is being added.*
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| benchmark |
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| GSM8K | **84.2** | **89.3** |
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| MMLU-Pro | 63.0 | — |
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## Serving speed & parallel commit (concurrency 1)
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Block-diffusion self-spec commits **multiple tokens per forward pass** at verify-guaranteed AR
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quality.
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runs faster than the base.
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| model · decoding | tok/s (per-request) | tokens / forward |
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Per-benchmark commit rate (
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## License
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- qwen3.5
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# trillionlabs/Zoro
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*English | [한국어](./README_ko.md)*
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**Zoro** is a two-stream **block-diffusion** language model (research checkpoint). It is produced
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by continued SFT with the **full-mask recipe** — 100% of each block masked (single view, no
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complementary mask) at block size **bd=8**, fresh optimizer, LR 5e-5, ~2k steps — starting from the
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base SFT checkpoint (v6, step_18000).
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Concurrency 1, threshold 0.9, reasoning on. *A vanilla Qwen3.5-4B baseline is being added.*
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| benchmark | Zoro · self-spec | Zoro · AR |
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|---|---|---|
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| GSM8K | **84.2** | **89.3** |
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| MMLU-Pro | 63.0 | — |
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## Serving speed & parallel commit (concurrency 1)
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Block-diffusion self-spec commits **multiple tokens per forward pass** at verify-guaranteed AR
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quality. Zoro's full-mask training makes it a better drafter, so it accepts more per step and
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runs faster than the base.
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| model · decoding | tok/s (per-request) | tokens / forward |
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| **Zoro · self-spec** | **243** | **2.59** |
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| Zoro · AR | 216 | 1.00 |
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Per-benchmark commit rate (Zoro self-spec, tokens/forward): **GSM8K 3.10, BFCL 2.33, MMLU-Pro 2.33**.
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## License
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