Optimizing Language Model's Reasoning Abilities with Weak Supervision

Optimizing Language Model's Reasoning Abilities with Weak Supervision

7 May 2024

Chengsong Huang

Papers citing "Optimizing Language Model's Reasoning Abilities with Weak Supervision"

14 / 14 papers shown

Title
LEMMA: Learning from Errors for MatheMatical Advancement in LLMs Zhuoshi Pan Yu-Hu Li Honglin Lin Qizhi Pei Zinan Tang Wei Yu Wu Chenlin Ming H. V. Zhao Conghui He Lijun Wu LRM 59 0 0 21 Mar 2025
Quantifying the Robustness of Retrieval-Augmented Language Models Against Spurious Features in Grounding Data Shiping Yang Jie Wu Wenbiao Ding Ning Wu Shining Liang Ming Gong Hengyuan Zhang Dongmei Zhang AAML 64 1 0 07 Mar 2025
From Generation to Judgment: Opportunities and Challenges of LLM-as-a-judge Dawei Li Bohan Jiang Liangjie Huang Alimohammad Beigi Chengshuai Zhao ... Canyu Chen Tianhao Wu Kai Shu Lu Cheng Huan Liu ELM AILaw 108 61 0 25 Nov 2024
Language Model Preference Evaluation with Multiple Weak Evaluators Zhengyu Hu Jieyu Zhang Zhihan Xiong Alexander Ratner Hui Xiong Ranjay Krishna 39 3 0 14 Oct 2024
Weak-to-Strong Reasoning Yuqing Yang Yan Ma Pengfei Liu LRM 30 13 0 18 Jul 2024
Can LLMs Learn from Previous Mistakes? Investigating LLMs' Errors to Boost for Reasoning Yongqi Tong Dawei Li Sizhe Wang Yujia Wang Fei Teng Jingbo Shang LRM 21 46 0 29 Mar 2024
Large Language Models for Data Annotation: A Survey Zhen Tan Dawei Li Song Wang Alimohammad Beigi Bohan Jiang Amrita Bhattacharjee Mansooreh Karami Jundong Li Lu Cheng Huan Liu SyDa 42 44 0 21 Feb 2024
SCOTT: Self-Consistent Chain-of-Thought Distillation Jamie Yap Zhengyang Wang Zheng Li K. Lynch Bing Yin Xiang Ren LRM 57 91 0 03 May 2023
Self-Consistency Improves Chain of Thought Reasoning in Language Models Xuezhi Wang Jason W. Wei Dale Schuurmans Quoc Le Ed H. Chi Sharan Narang Aakanksha Chowdhery Denny Zhou ReLM BDL LRM AI4CE 297 3,163 0 21 Mar 2022
Training language models to follow instructions with human feedback Long Ouyang Jeff Wu Xu Jiang Diogo Almeida Carroll L. Wainwright ... Amanda Askell Peter Welinder Paul Christiano Jan Leike Ryan J. Lowe OSLM ALM 303 11,730 0 04 Mar 2022
Did Aristotle Use a Laptop? A Question Answering Benchmark with Implicit Reasoning Strategies Mor Geva Daniel Khashabi Elad Segal Tushar Khot Dan Roth Jonathan Berant RALM 245 671 0 06 Jan 2021
RiddleSense: Reasoning about Riddle Questions Featuring Linguistic Creativity and Commonsense Knowledge Bill Yuchen Lin Ziyi Wu Yichi Yang Dong-Ho Lee Xiang Ren ReLM LRM 233 62 0 02 Jan 2021
Scaling Laws for Neural Language Models Jared Kaplan Sam McCandlish T. Henighan Tom B. Brown B. Chess R. Child Scott Gray Alec Radford Jeff Wu Dario Amodei 226 4,424 0 23 Jan 2020
Fine-Tuning Language Models from Human Preferences Daniel M. Ziegler Nisan Stiennon Jeff Wu Tom B. Brown Alec Radford Dario Amodei Paul Christiano G. Irving ALM 275 1,561 0 18 Sep 2019