Yinya Huang
Yinya Huang has 2 papers in our library, in 2024–2026, most of them on Evaluation & benchmarks; often with Bernhard Schölkopf, Jianqiao Lu, Jing Xiong.
OpenAlex · ORCID · h-index 7 · 32 works · 159 citations OpenAlex, 2026-10-14
📄 2 works in our library · 🔗 Cited 234 times in our library · 6 more in our library without a page yet · ⭐ Paper Stars ranking: #9164
Affiliations
Fields, topics and concepts
📚 Shelves 6The field of science this work belongs to (OpenAlex fields).Arts and Humanities · 2 worksComputer Science · 2 worksArtificial Intelligence · 2 worksLanguage and Linguistics · 2 worksComputational Theory and Mathematics · 1 workInformation Systems · 1 work
🧭 Topics 1Research subjects and languages the work is about.Evaluation & benchmarks · 1 work
Works by year
2020s
Papers
- FormalAlign: Automated Alignment Evaluation for Autoformalization (2024 · 18 citations)
Autoformalization uses models to turn informal mathematical statements into formal code such as Lean 4. A key weakness is evaluation. Compilers only confirm that the output is valid code, and BLEU or BERTscore only measure surface or embedding similarity. Neither checks whether the formal statement actually means the… - Test of Time: Rethinking Temporal Signal of Benchmark Contamination (2026 · 1 citation)
Researchers often treat a drop in LLM accuracy on questions published after a model's training cutoff as evidence that older questions leaked into its training data.
All works
- LEGO-Prover: Neural Theorem Proving with Growing Libraries ↗arXiv:2310.00656 · no summary yetHaiming Wang et al.2023 · 79 citations
- LEXam: Benchmarking Legal Reasoning on 340 Law Exams ↗arXiv:2505.12864 · no summary yetYu Fan et al.2025 · 50 citations
- Process-Driven Autoformalization in Lean 4 ↗arXiv:2406.01940 · no summary yetJianqiao Lu et al.2024 · 33 citations
- MUSTARD: Mastering Uniform Synthesis of Theorem and Proof Data ↗arXiv:2402.08957 (ICLR 2024 spotlight) · no summary yetYinya Huang et al.2024 · 29 citations
- TRIGO: Benchmarking Formal Mathematical Proof Reduction for Generative Language Models ↗Proceedings of the 2023 Conference on Empirical Methods in Natural Language Processing · no summary yetJing Xiong et al.2023 · 21 citations
- Proving Theorems Recursively ↗arXiv:2405.14414 · no summary yetHaiming Wang et al.2024 · 19 citations
- FormalAlign: Automated Alignment Evaluation for AutoformalizationarXiv:2410.10135Jianqiao Lu, Yingjia Wan, Yinya Huang, et al.2024 · 18 citations
- Test of Time: Rethinking Temporal Signal of Benchmark ContaminationAnnual Meeting of the Association for Computational Linguistics (ACL)Terry Jingchen Zhang, Gopal Dev, Ning Wang, et al.2026 · 1 citation
Co-authors here
- Bernhard Schölkopf
- Jianqiao Lu
- Jing Xiong
- Keenan Samway
- Mrinmaya Sachan
- Ning Wang
- Punya Syon Pandey
- Terry Jingchen Zhang
- Wenyuan Jiang
- Yingjia Wan
- Zhengying Liu
- Zhijiang Guo
Venues
- Annual Meeting of the Association for Computational Linguistics (ACL): ACL 2026
- Proceedings of the 2023 Conference on Empirical Methods in Natural Language Processing
Cited by
Updated
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