Title
Multi-step Problem Solving Through a Verifier: An Empirical Analysis on Model-induced Process Supervision Zihan Wang Yunxuan Li Yuexin Wu Liangchen Luo Le Hou Hongkun Yu Jingbo Shang LRM 40 18 0 05 Feb 2024
TinyGSM: achieving >80% on GSM8k with small language models Bingbin Liu Sébastien Bubeck Ronen Eldan Janardhan Kulkarni Yuanzhi Li Anh Nguyen Rachel A. Ward Yi Zhang ALM 24 47 0 14 Dec 2023
Scalable AI Safety via Doubly-Efficient Debate Jonah Brown-Cohen Geoffrey Irving Georgios Piliouras 32 15 0 23 Nov 2023
Positional Description Matters for Transformers Arithmetic Ruoqi Shen Sébastien Bubeck Ronen Eldan Yin Tat Lee Yuanzhi Li Yi Zhang 34 37 0 22 Nov 2023
Routing to the Expert: Efficient Reward-guided Ensemble of Large Language Models Keming Lu Hongyi Yuan Runji Lin Junyang Lin Zheng Yuan Chang Zhou Jingren Zhou MoE LRM 40 52 0 15 Nov 2023
Improving Large Language Model Fine-tuning for Solving Math Problems Yixin Liu Avi Singh C. D. Freeman John D. Co-Reyes Peter J. Liu LRM ReLM 37 45 0 16 Oct 2023
Constructive Large Language Models Alignment with Diverse Feedback Tianshu Yu Ting-En Lin Yuchuan Wu Min Yang Fei Huang Yongbin Li ALM 40 9 0 10 Oct 2023
Don't throw away your value model! Generating more preferable text with Value-Guided Monte-Carlo Tree Search decoding Jiacheng Liu Andrew Cohen Ramakanth Pasunuru Yejin Choi Hannaneh Hajishirzi Asli Celikyilmaz 16 24 0 26 Sep 2023
GPT Can Solve Mathematical Problems Without a Calculator Z. Yang Ming Ding Qingsong Lv Zhihuan Jiang Zehai He Yuyi Guo Jinfeng Bai Jie Tang RALM LRM 36 52 0 06 Sep 2023
Benchmarks for Detecting Measurement Tampering Fabien Roger Ryan Greenblatt Max Nadeau Buck Shlegeris Nate Thomas 28 2 0 29 Aug 2023
Diffusion Language Models Can Perform Many Tasks with Scaling and Instruction-Finetuning Jiasheng Ye Zaixiang Zheng Yu Bao Lihua Qian Quanquan Gu DiffM 54 14 0 23 Aug 2023
Learning from Mistakes via Cooperative Study Assistant for Large Language Models Danqing Wang Lei Li 32 6 0 23 May 2023
Iterated Decomposition: Improving Science Q&A by Supervising Reasoning Processes Justin Reppert Ben Rachbach Charlie George Luke Stebbing Ju-Seung Byun Maggie Appleton Andreas Stuhlmuller ReLM LRM 38 17 0 04 Jan 2023
Large Language Models are Zero-Shot Reasoners Takeshi Kojima S. Gu Machel Reid Yutaka Matsuo Yusuke Iwasawa ReLM LRM 328 4,106 0 24 May 2022
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 314 3,248 0 21 Mar 2022
Teaching language models to support answers with verified quotes Jacob Menick Maja Trebacz Vladimir Mikulik John Aslanides Francis Song ... Mia Glaese Susannah Young Lucy Campbell-Gillingham G. Irving Nat McAleese ELM RALM 246 259 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 313 11,953 0 04 Mar 2022
Chain-of-Thought Prompting Elicits Reasoning in Large Language Models Jason W. Wei Xuezhi Wang Dale Schuurmans Maarten Bosma Brian Ichter F. Xia Ed H. Chi Quoc Le Denny Zhou LM&Ro LRM AI4CE ReLM 373 8,495 0 28 Jan 2022
Explaining Answers with Entailment Trees Bhavana Dalvi Peter Alexander Jansen Oyvind Tafjord Zhengnan Xie Hannah Smith Leighanna Pipatanangkura Peter Clark ReLM FAtt LRM 239 184 0 17 Apr 2021
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 250 677 0 06 Jan 2021
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 280 1,595 0 18 Sep 2019
AI safety via debate G. Irving Paul Christiano Dario Amodei 204 200 0 02 May 2018