EquivPruner: Boosting Efficiency and Quality in LLM-Based Search via Action Pruning

EquivPruner: Boosting Efficiency and Quality in LLM-Based Search via Action Pruning

22 May 2025

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Papers citing "EquivPruner: Boosting Efficiency and Quality in LLM-Based Search via Action Pruning"

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Title
Enhancing LLM Reasoning with Reward-guided Tree Search Jinhao Jiang Zhongfu Chen Yingqian Min Jie Chen Xiaoxue Cheng ... Zhengyang Liang Dong Yan Jian Xie Ziyi Wang Ji-Rong Wen LRM 140 31 0 03 Jan 2025
Learning How Hard to Think: Input-Adaptive Allocation of LM Computation Mehul Damani Idan Shenfeld Andi Peng Andreea Bobu Jacob Andreas 69 26 0 07 Oct 2024
Scaling LLM Test-Time Compute Optimally can be More Effective than Scaling Model Parameters Charlie Snell Jaehoon Lee Kelvin Xu Aviral Kumar LRM 192 692 0 06 Aug 2024
AlphaMath Almost Zero: process Supervision without process Guoxin Chen Minpeng Liao Chengxi Li Kai Fan AIMat LRM 62 112 0 06 May 2024
Monte Carlo Tree Search Boosts Reasoning via Iterative Preference Learning Yuxi Xie Anirudh Goyal Wenyue Zheng Min-Yen Kan Timothy Lillicrap Kenji Kawaguchi Michael Shieh ReLM LRM 109 126 0 01 May 2024
Let's Verify Step by Step Hunter Lightman V. Kosaraju Yura Burda Harrison Edwards Bowen Baker Teddy Lee Jan Leike John Schulman Ilya Sutskever K. Cobbe ALM OffRL LRM 193 1,233 0 31 May 2023
Large Language Model Guided Tree-of-Thought Jieyi Long LM&Ro LRM 58 206 0 15 May 2023
Planning with Large Language Models for Code Generation Shun Zhang Zhenfang Chen Songlin Yang Mingyu Ding J. Tenenbaum Chuang Gan 93 160 0 09 Mar 2023
MathBERT: A Pre-Trained Model for Mathematical Formula Understanding Shuai Peng Ke Yuan Liangcai Gao Zhi Tang AIMat 90 109 0 02 May 2021
Measuring Mathematical Problem Solving With the MATH Dataset Dan Hendrycks Collin Burns Saurav Kadavath Akul Arora Steven Basart Eric Tang Basel Alomair Jacob Steinhardt ReLM FaML 181 2,386 0 05 Mar 2021
Language Models are Few-Shot Learners Tom B. Brown Benjamin Mann Nick Ryder Melanie Subbiah Jared Kaplan ... Christopher Berner Sam McCandlish Alec Radford Ilya Sutskever Dario Amodei BDL 853 42,332 0 28 May 2020
Longformer: The Long-Document Transformer Iz Beltagy Matthew E. Peters Arman Cohan RALM VLM 179 4,090 0 10 Apr 2020
Sentence-BERT: Sentence Embeddings using Siamese BERT-Networks Nils Reimers Iryna Gurevych 1.3K 12,295 0 27 Aug 2019