Hongwei Liu
Hongwei Liu has 3 papers in our library, in 2024–2026, most of them on Language models & pretraining, Evaluation & benchmarks; often with Kai Chen, Chengqi Lyu, Haodong Duan.
OpenAlex · ORCID · h-index 3 · 12 works · 27 citations OpenAlex, 2026-10-14
📄 3 works in our library · 🔗 Cited 69 times in our library · ⭐ Paper Stars ranking: #8182
Affiliations
Fields, topics and concepts
📚 Shelves 6The field of science this work belongs to (OpenAlex fields).Arts and Humanities · 3 worksComputer Science · 3 worksArtificial Intelligence · 3 worksLanguage and Linguistics · 3 worksComputational Theory and Mathematics · 1 workComputer Vision and Pattern Recognition · 1 work
🧭 Topics 2Research subjects and languages the work is about.Language models & pretraining · 3 worksEvaluation & benchmarks · 1 work
Works by year
2020s
Papers
- MathBench: Evaluating the Theory and Application Proficiency of LLMs with a Hierarchical Mathematics Benchmark (2024 · 70 citations)
Popular math benchmarks such as GSM8k or MathQA mostly test one narrow skill. They say little about difficulty or about whether a model actually knows the underlying theory. MathBench addresses this with a bilingual (Chinese–English) test set that follows a learning path: an Arithmetic stage, then Primary, Middle… - CompassVerifier: A Unified and Robust Verifier for LLMs Evaluation and Outcome Reward (2025 · 16 citations)
Checking whether an LLM's free-form output matches a reference answer is central to benchmarking and to reward signals in RL. - OpenCompass: A Universal Evaluation Platform for Large Language Models (2026 · 1 citation)
Judging an LLM's overall quality usually means running dozens or hundreds of static benchmarks. Each benchmark has its own scoring method (regex matching, ROUGE, model-based judging), its own sensitivity to prompts, and its own data preparation and output cleanup. This fragmentation makes large, cross-domain…
Co-authors here
- Kai Chen ×3
- Chengqi Lyu ×2
- Haodong Duan ×2
- Junnan Liu ×2
- Songyang Zhang ×2
- Wenwei Zhang ×2
- Zhiwei Fei ×2
- Dahua Lin
- Derek F. Wong
- Fengzhe Zhou
- Maosong Cao
- Mo Li
Venues
- Conference on Empirical Methods in Natural Language Processing (EMNLP): EMNLP 2025
- Findings of the Association for Computational Linguistics: Findings of the Association for Computational Linguistics 2024
Cited by
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