From 829ad9f6c9f2437ed0db3b4e15c72d5ad276f03f Mon Sep 17 00:00:00 2001 From: ModelHub XC Date: Mon, 21 Sep 2026 09:02:18 +0800 Subject: [PATCH] =?UTF-8?q?=E5=88=9D=E5=A7=8B=E5=8C=96=E9=A1=B9=E7=9B=AE?= =?UTF-8?q?=EF=BC=8C=E7=94=B1ModelHub=20XC=E7=A4=BE=E5=8C=BA=E6=8F=90?= =?UTF-8?q?=E4=BE=9B=E6=A8=A1=E5=9E=8B?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit Model: Aletheia-Bench/GRPO-Think-14B-16k Source: Original Platform --- .gitattributes | 36 ++ README.md | 84 +++++ chat_template.jinja | 1 + config.json | 79 +++++ generation_config.json | 12 + model-00001-of-00006.safetensors | 3 + model-00002-of-00006.safetensors | 3 + model-00003-of-00006.safetensors | 3 + model-00004-of-00006.safetensors | 3 + model-00005-of-00006.safetensors | 3 + model-00006-of-00006.safetensors | 3 + model.safetensors.index.json | 587 +++++++++++++++++++++++++++++++ special_tokens_map.json | 23 ++ tokenizer.json | 3 + tokenizer_config.json | 194 ++++++++++ 15 files changed, 1037 insertions(+) create mode 100644 .gitattributes create mode 100644 README.md create mode 100644 chat_template.jinja create mode 100644 config.json create mode 100644 generation_config.json create mode 100644 model-00001-of-00006.safetensors create mode 100644 model-00002-of-00006.safetensors create mode 100644 model-00003-of-00006.safetensors create mode 100644 model-00004-of-00006.safetensors create mode 100644 model-00005-of-00006.safetensors create mode 100644 model-00006-of-00006.safetensors create mode 100644 model.safetensors.index.json create mode 100644 special_tokens_map.json create mode 100644 tokenizer.json create mode 100644 tokenizer_config.json diff --git a/.gitattributes b/.gitattributes new file mode 100644 index 0000000..52373fe --- /dev/null +++ b/.gitattributes @@ -0,0 +1,36 @@ +*.7z filter=lfs diff=lfs merge=lfs -text +*.arrow filter=lfs diff=lfs merge=lfs -text +*.bin filter=lfs diff=lfs merge=lfs -text +*.bz2 filter=lfs diff=lfs merge=lfs -text +*.ckpt filter=lfs diff=lfs merge=lfs -text +*.ftz filter=lfs diff=lfs merge=lfs -text +*.gz filter=lfs diff=lfs merge=lfs -text +*.h5 filter=lfs diff=lfs merge=lfs -text +*.joblib filter=lfs diff=lfs merge=lfs -text +*.lfs.* filter=lfs diff=lfs merge=lfs -text +*.mlmodel filter=lfs diff=lfs merge=lfs -text +*.model filter=lfs diff=lfs merge=lfs -text +*.msgpack filter=lfs diff=lfs merge=lfs -text +*.npy filter=lfs diff=lfs merge=lfs -text +*.npz filter=lfs diff=lfs merge=lfs -text +*.onnx filter=lfs diff=lfs merge=lfs -text +*.ot filter=lfs diff=lfs merge=lfs -text +*.parquet filter=lfs diff=lfs merge=lfs -text +*.pb filter=lfs diff=lfs merge=lfs -text +*.pickle filter=lfs diff=lfs merge=lfs -text +*.pkl filter=lfs diff=lfs merge=lfs -text +*.pt filter=lfs diff=lfs merge=lfs -text +*.pth filter=lfs diff=lfs merge=lfs -text +*.rar filter=lfs diff=lfs merge=lfs -text +*.safetensors filter=lfs diff=lfs merge=lfs -text +saved_model/**/* filter=lfs diff=lfs merge=lfs -text +*.tar.* filter=lfs diff=lfs merge=lfs -text +*.tar filter=lfs diff=lfs merge=lfs -text +*.tflite filter=lfs diff=lfs merge=lfs -text +*.tgz filter=lfs diff=lfs merge=lfs -text +*.wasm filter=lfs diff=lfs merge=lfs -text +*.xz filter=lfs diff=lfs merge=lfs -text +*.zip filter=lfs diff=lfs merge=lfs -text +*.zst filter=lfs diff=lfs merge=lfs -text +*tfevents* filter=lfs diff=lfs merge=lfs -text +tokenizer.json filter=lfs diff=lfs merge=lfs -text diff --git a/README.md b/README.md new file mode 100644 index 0000000..cc520e6 --- /dev/null +++ b/README.md @@ -0,0 +1,84 @@ +--- +library_name: transformers +license: cc-by-nc-sa-4.0 +pipeline_tag: text-generation +base_model: +- deepseek-ai/DeepSeek-R1-Distill-Qwen-14B +datasets: +- Aletheia-Bench/Aletheia-Train +tags: +- code +- code-verification +- rlvr +- grpo +--- + +
+[[**📖 Paper**](https://arxiv.org/pdf/2601.12186)] +[[**💻 Code**](https://github.com/insait-institute/aletheia)] +[[**🤗 Models & Datasets**](https://huggingface.co/Aletheia-Bench)] +
 + +# Aletheia: What Makes RLVR For Code Verifiers Tick? + +Multi-domain thinking verifiers trained via Reinforcement Learning with Verifiable Rewards (RLVR) are a cornerstone of modern post-training. However, their adoption in code generation has lagged behind that of execution feedback due to the prohibitive costs of the full RLVR pipeline. In this work, we ablate three primary choices along the performance-cost trade-off in RLVR: intermediate thinking traces, learning from negative samples, and on-policy training. We introduce **Aletheia**, a controlled, execution-grounded testbed to facilitate a contamination-free analysis of code verifier training recipes across disparate model sizes and covariate shifts across two common verifier application scenarios. Our analysis reveals that the optimal training recipe is scale-dependent: on-policy learning is the primary performance driver for small verifiers, whereas the thinking budget becomes the most vital factor at larger scales. While leveraging negative samples has a consistent impact on top-1 selection accuracy across sizes, their contribution to ranking reconstruction increases monotonically with scale and plays a key role in stabilizing training at large sizes. Our Pareto optimality analysis demonstrates that eliminating on-policy training at larger model scales yields a verifier that performs comparably to the full RLVR recipe. Furthermore, we find that eschewing thinking traces serves as a compute-efficient strategy at lower budgets, offering a strong trade-off between training cost and verifier accuracy. Ultimately, our work provides the empirical foundation necessary to efficiently deploy robust code verifiers, thereby enabling their wider adoption in post-training pipelines for large code generation models. + +## 🤖 This Model + +**`GRPO-Think-14B-16k`** is a **GRPO-Think** verifier: a thinking code verifier trained with GRPO (on-policy, with negative samples and intermediate thinking traces) using a **16k reasoning-token budget** (maximum completion length) during training. It is fine-tuned from [`deepseek-ai/DeepSeek-R1-Distill-Qwen-14B`](https://huggingface.co/deepseek-ai/DeepSeek-R1-Distill-Qwen-14B) (14B scale) on [`Aletheia-Bench/Aletheia-Train`](https://huggingface.co/datasets/Aletheia-Bench/Aletheia-Train). + +Given a competitive-programming problem and a set of candidate solutions, the verifier judges and ranks the candidates. See the [GitHub repository](https://github.com/insait-institute/aletheia) for the exact prompt format, plus training and evaluation scripts. + +## 📦 Model Zoo + +Fine-tuned code verifiers at 1.5B, 7B, and 14B scales using several algorithms: + +| Algorithm | Thinking | Negatives | Online | Description | +| :--- | :---: | :---: | :---: | :--- | +| [**GRPO-Think**](https://huggingface.co/Aletheia-Bench/GRPO-Think-7B-16k) | ✅ | ✅ | ✅ | Standard GRPO-style approach to training verifiers. | +| [**GRPO-Instruct**](https://huggingface.co/Aletheia-Bench/GRPO-Instruct-7B) | ❌ | ✅ | ✅ | RLVR training without intermediate thinking traces. | +| [**RAFT**](https://huggingface.co/Aletheia-Bench/RAFT-7B) | ✅ | ❌ | ✅ | On-policy rejection sampling fine-tuning using only positive reasoning samples. | +| [**DPO-Think**](https://huggingface.co/Aletheia-Bench/DPO-Think-7B) | ✅ | ✅ | ❌ | Offline preference optimization using pre-collected thinking traces. | +| [**BatchOnline-GRPO**](https://huggingface.co/Aletheia-Bench/BatchOnline-GRPO-7B) | ✅ | ✅ | ⚠️ | Semi-online training where the generator policy is synced every 4 steps. | + +The `-4k` / `-8k` / `-16k` suffix on GRPO-Think checkpoints denotes the reasoning-token budget (maximum completion length) used during training. + +## 🎁 Datasets + +The Aletheia dataset collection includes: + +* [**Aletheia-Train**](https://huggingface.co/datasets/Aletheia-Bench/Aletheia-Train): 50,000 training instances, each pairing a competitive-programming problem with 2–5 candidate solutions — exactly one of which is correct (execution-verified) — generated by a pool of weak and strong policy models across Python, C++, and Java. +* [**Aletheia-Train-Questions**](https://huggingface.co/datasets/Aletheia-Bench/Aletheia-Train-Questions): The 3,574 unique problem statements underlying Aletheia-Train, useful for on-policy sampling. +* [**Aletheia-DPO**](https://huggingface.co/datasets/Aletheia-Bench/Aletheia-DPO): A companion dataset to Aletheia-Train containing "chosen" and "rejected" verification responses for each instance. The chosen response identifies the correct code snippet, while the rejected response does not. +* [**Aletheia-Mixed**](https://huggingface.co/datasets/Aletheia-Bench/Aletheia-Mixed): A variant of Aletheia-Train in which ~25% of instances carry adversarial modifications that exploit common LLM biases (authority references, self-declared correctness, misleading comments, etc.). +* [**Aletheia-Mixed-DPO**](https://huggingface.co/datasets/Aletheia-Bench/Aletheia-Mixed-DPO): The DPO-style companion to Aletheia-Mixed. +* [**Aletheia-Heldout**](https://huggingface.co/datasets/Aletheia-Bench/Aletheia-Heldout): A completely in-distribution test set. +* [**Aletheia-Strong**](https://huggingface.co/datasets/Aletheia-Bench/Aletheia-Strong): An OOD test set where the candidates are generated by stronger models. +* [**Aletheia-Hard**](https://huggingface.co/datasets/Aletheia-Bench/Aletheia-Hard): An OOD test set where the comparison between candidates is more difficult. +* [**Aletheia-Adv**](https://huggingface.co/datasets/Aletheia-Bench/Aletheia-Adv): An OOD test set where the candidates are adversarially modified to exploit common LLM biases. + +## 💡 Intended Uses + +* **RLHF / RLAIF**: plug-and-play reward function for code generation policy optimization. +* **Automated evaluation**: LLM-as-a-judge for a variety of code-related tasks. +* **Research**: study the effects of thinking traces, on-policy learning, and negative samples in training successful code verifiers. + +## 📚 Citation + +If you find this work useful, please cite our paper: + +```bibtex +@article{venkatkrishna2026aletheia, + title={Aletheia: What Makes {RLVR} For Code Verifiers Tick?}, + author={Vatsal Venkatkrishna and Indraneil Paul and Iryna Gurevych}, + journal={Transactions on Machine Learning Research}, + issn={2835-8856}, + year={2026}, + url={https://openreview.net/forum?id=3rVrBGp0mr}, + note={} +} +``` + +## 📄 License + +This work is licensed under [CC BY-NC-SA 4.0](https://creativecommons.org/licenses/by-nc-sa/4.0/). diff --git a/chat_template.jinja b/chat_template.jinja new file mode 100644 index 0000000..c2066bd --- /dev/null +++ b/chat_template.jinja @@ -0,0 +1 @@ +{% if not add_generation_prompt is defined %}{% set add_generation_prompt = false %}{% endif %}{% set ns = namespace(is_first=false, is_tool=false, is_output_first=true, system_prompt='') %}{%- for message in messages %}{%- if message['role'] == 'system' %}{% set ns.system_prompt = message['content'] %}{%- endif %}{%- endfor %}{{bos_token}}{{ns.system_prompt}}{%- for message in messages %}{%- if message['role'] == 'user' %}{%- set ns.is_tool = false -%}{{'<｜User｜>' + message['content']}}{%- endif %}{%- if message['role'] == 'assistant' and message['content'] is none %}{%- set ns.is_tool = false -%}{%- for tool in message['tool_calls']%}{%- if not ns.is_first %}{{'<｜Assistant｜><｜tool▁calls▁begin｜><｜tool▁call▁begin｜>' + tool['type'] + '<｜tool▁sep｜>' + tool['function']['name'] + '\n' + '```json' + '\n' + tool['function']['arguments'] + '\n' + '```' + '<｜tool▁call▁end｜>'}}{%- set ns.is_first = true -%}{%- else %}{{'\n' + '<｜tool▁call▁begin｜>' + tool['type'] + '<｜tool▁sep｜>' + tool['function']['name'] + '\n' + '```json' + '\n' + tool['function']['arguments'] + '\n' + '```' + '<｜tool▁call▁end｜>'}}{{'<｜tool▁calls▁end｜><｜end▁of▁sentence｜>'}}{%- endif %}{%- endfor %}{%- endif %}{%- if message['role'] == 'assistant' and message['content'] is not none %}{%- if ns.is_tool %}{{'<｜tool▁outputs▁end｜>' + message['content'] + '<｜end▁of▁sentence｜>'}}{%- set ns.is_tool = false -%}{%- else %}{% set content = message['content'] %}{% if '' in content %}{% set content = content.split('')[-1] %}{% endif %}{{'<｜Assistant｜>' + content + '<｜end▁of▁sentence｜>'}}{%- endif %}{%- endif %}{%- if message['role'] == 'tool' %}{%- set ns.is_tool = true -%}{%- if ns.is_output_first %}{{'<｜tool▁outputs▁begin｜><｜tool▁output▁begin｜>' + message['content'] + '<｜tool▁output▁end｜>'}}{%- set 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