Jianqiao Lu
Jianqiao Lu has 2 papers in our library, in 2024; often with Yingjia Wan, Zhijiang Guo, Hongru Wang.
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📄 2 works in our library · 🔗 Cited 40 times in our library · ⭐ Paper Stars ranking: #7929
Fields, topics and concepts
📚 Shelves 6The field of science this work belongs to (OpenAlex fields).Computer Science · 2 worksArtificial Intelligence · 2 worksComputational Theory and Mathematics · 2 worksArts and Humanities · 1 workSoftware · 1 workLanguage and Linguistics · 1 work
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2020s
Papers
- AutoPSV: Automated Process-Supervised Verifier (2024 · 28 citations)
Process-supervised verifiers judge each reasoning step of an LLM solution, which makes them better at reranking answers than outcome-only verifiers. Their weakness is the cost of step labels, which come either from skilled human annotators or from heavy Monte Carlo tree search (MCTS) sampling. AutoPSV avoids both. - 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…
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