Search-Gen-V-evallog Dataset

This repository contains the running logs of the experiments conducted in the paper AN EFFICIENT RUBRIC-BASED GENERATIVE VERIFIER FOR SEARCH-AUGMENTED LLMS.

Related links

• paper:
  • AN EFFICIENT RUBRIC-BASED GENERATIVE VERIFIER FOR SEARCH-AUGMENTED LLMS
• code:
  • Search-Gen-V
• model:
  • Search-Gen-V-1.7B-SFT
  • Search-Gen-V-4B
• datasets:
  • Search-Gen-V
  • Search-Gen-V-raw
  • Search-Gen-V-eval
  • Search-Gen-V-evallog

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Result

• Table 1. Results on the eval set

  Verifier Model	Rubric Precision	Rubric Recall	Rubric F1	Sample Precision	Sample Recall	Sample F1	Avg. F1
  Qwen3-1.7B	0.41	0.49	0.34	0.48	0.40	0.32	0.33
  Qwen2.5-3B	0.42	0.47	0.43	0.49	0.46	0.43	0.43
  Qwen3-4B	0.56	0.62	0.57	0.61	0.58	0.58	0.58
  Qwen3-8B	0.54	0.66	0.55	0.62	0.61	0.57	0.56
  LLaMA-3.1-8B	0.45	0.54	0.42	0.34	0.41	0.32	0.37
  Qwen3-30B-A3B	0.56	0.66	0.56	0.63	0.62	0.62	0.58
  Qwen2.5-32B-Instruct	0.60	0.67	0.60	0.67	0.68	0.64	0.62
  Search-Gen-V-1.7B (SFT)	0.63	0.62	0.62	0.66	0.66	0.66	0.64
  Search-Gen-V-4B (SFT)	0.70	0.66	0.68	0.72	0.72	0.71	0.70
  Search-Gen-V-4B (SFT+RL)	0.71	0.68	0.70	0.74	0.74	0.73	0.72
  Qwen3-235B-A22B-Instruct-2507	0.72	0.73	0.73	0.76	0.76	0.76	0.74

• Table 2. Accuracy comparison on verifying rubrics in longform answers from DeepResearch Bench

  Verifier Model	Precision	Recall	F1
  Qwen3-4B	0.42	0.56	0.42
  Search-Gen-V-4B	0.59	0.57	0.57
  Qwen3-235B-A22B	0.57	0.67	0.61

• Table 3. Results on the short-form workload, HotpotQA

  Verifier Model	Precision	Recall	F1
  EM	0.84	0.80	0.82
  Qwen3-4B	0.83	0.70	0.71
  Search-Gen-V-4B	0.86	0.76	0.77
  Qwen3-235B-A22B	0.87	0.78	0.80
  EM + Qwen3-4B	0.94	0.92	0.93
  EM + Search-Gen-V-4B	0.95	0.93	0.94
  EM + Qwen3-235B-A22B	0.96	0.94	0.95

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Citation

@article{ma2025searchgenv,
  title={AN EFFICIENT RUBRIC-BASED GENERATIVE VERIFIER FOR SEARCH-AUGMENTED LLMS},
  author={Ma, Linyue and Xu, Yilong and Long, Xiang and Zheng, Zhi},
  journal={arXiv preprint arXiv:2510.14660},
  year={2025},
  url={https://arxiv.org/abs/2510.14660}
}