Minpeng Liao
Minpeng Liao has 3 papers in our library, in 2023–2025, most of them on Language models & pretraining, Speech & spoken language; often with Chengxi Li, Guoxin Chen, Kai Fan.
OpenAlex · h-index 4 · 30 works · 61 citations OpenAlex, 2026-10-14
📄 3 works in our library · 🔗 Cited 205 times in our library · 1 more in our library without a page yet · ⭐ Paper Stars ranking: #6075
Affiliations
Fields, topics and concepts
📚 Shelves 7The field of science this work belongs to (OpenAlex fields).Computer Science · 3 worksArtificial Intelligence · 3 worksBusiness, Management and Accounting · 1 workComputational Theory and Mathematics · 2 worksArts and Humanities · 2 worksLanguage and Linguistics · 2 worksManagement Information Systems · 1 work
🧭 Topics 2Research subjects and languages the work is about.Language models & pretraining · 1 workSpeech & spoken language · 1 work
Works by year
2020s
Papers
- AlphaMath Almost Zero: Process Supervision without Process (2024 · 120 citations)
Most recent work that improves LLM math reasoning fine-tunes models on step-by-step solutions written by human experts or GPT-4, which is costly to produce. - BLSP: Bootstrapping Language-Speech Pre-training via Behavior Alignment of Continuation Writing (2023 · 32 citations)
Text-trained large language models struggle to take speech as input. Cascaded systems that feed ASR output into an LLM keep the two components separate, and end-to-end speech LLMs depend on speech instruction data, which is rare. The authors first show that training an adapter only to reproduce transcripts makes the… - ReForm: Reflective Autoformalization with Prospective Bounded Sequence Optimization (2025 · 8 citations)
Autoformalization turns natural-language math problems into Lean statements that a machine can check. Current LLMs usually produce code that compiles, but the statements often change the problem's meaning. The authors argue this happens because models translate in one shot and never review their own output. ReForm…
All works
- AlphaMath Almost Zero: Process Supervision without ProcessConference on Neural Information Processing Systems (NeurIPS)Guoxin Chen, Minpeng Liao, Chengxi Li, et al.2024 · 120 citations
- MARIO: MAth Reasoning with code Interpreter Output - A Reproducible Pipeline ↗Findings of the Association for Computational Linguistics: ACL 2024 · no summary yetMinpeng Liao et al.2024 · 64 citations
- BLSP: Bootstrapping Language-Speech Pre-training via Behavior Alignment of Continuation WritingarXiv:2309.00916Chen Wang, Minpeng Liao, Zhongqiang Huang, et al.2023 · 32 citations
- ReForm: Reflective Autoformalization with Prospective Bounded Sequence OptimizationarXiv:2510.24592Guoxin Chen, Jing Wu, Xinjie Chen, et al.2025 · 8 citations
Co-authors here
- Chengxi Li ×2
- Guoxin Chen ×2
- Kai Fan ×2
- Chen Wang
- Chengqing Zong
- Dayiheng Liu
- Jiajun Zhang
- Junhong Wu
- Ruihua Song
- Wayne Xin Zhao
- Yuchen Liu
- Zhongqiang Huang
Venues
- Conference on Neural Information Processing Systems (NeurIPS): NeurIPS 2024
- Findings of the Association for Computational Linguistics: ACL 2024
Cited by
Updated
This page in Markdown → https://md.research.elamur.ai/free/en/authors/minpeng-liao/