Lightweight Latent Verifiers for Efficient Meta-Generation Strategies

23 April 2025

Papers citing "Lightweight Latent Verifiers for Efficient Meta-Generation Strategies"

20 / 20 papers shown

Title
Correctness Assessment of Code Generated by Large Language Models Using Internal Representations Tuan-Dung Bui Thanh Trong Vu Thu-Trang Nguyen Son Nguyen H. Vo LRM 38 2 0 22 Jan 2025
GSM-Symbolic: Understanding the Limitations of Mathematical Reasoning in Large Language Models Iman Mirzadeh Keivan Alizadeh Hooman Shahrokhi Oncel Tuzel Samy Bengio Mehrdad Farajtabar AIMat LRM 114 186 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 198 698 0 06 Aug 2024
InternalInspector $I^2$ : Robust Confidence Estimation in LLMs through Internal States Mohammad Beigi Ying Shen Runing Yang Zihao Lin Qifan Wang Ankith Mohan Jianfeng He Ming Jin Chang-Tien Lu Lifu Huang HILM 78 10 0 17 Jun 2024
Improve Mathematical Reasoning in Language Models by Automated Process Supervision Liangchen Luo Yinxiao Liu Rosanne Liu Samrat Phatale Harsh Lara ... Lei Shu Yun Zhu Lei Meng Jiao Sun Abhinav Rastogi LRM 102 193 0 05 Jun 2024
GLoRe: When, Where, and How to Improve LLM Reasoning via Global and Local Refinements Alex Havrilla Sharath Raparthy Christoforus Nalmpantis Jane Dwivedi-Yu Maksym Zhuravinskyi Eric Hambro Roberta Railneau ReLM LRM 86 65 0 13 Feb 2024
Large Language Models for Mathematical Reasoning: Progresses and Challenges Janice Ahn Rishu Verma Renze Lou Di Liu Rui Zhang Wenpeng Yin LRM 135 146 0 31 Jan 2024
OpenWebMath: An Open Dataset of High-Quality Mathematical Web Text Keiran Paster Marco Dos Santos Zhangir Azerbayev Jimmy Ba LRM 73 93 0 10 Oct 2023
Learning the greatest common divisor: explaining transformer predictions Franccois Charton 68 18 0 29 Aug 2023
Graph of Thoughts: Solving Elaborate Problems with Large Language Models Maciej Besta Nils Blach Aleš Kubíček Robert Gerstenberger Michal Podstawski ... Joanna Gajda Tomasz Lehmann H. Niewiadomski Piotr Nyczyk Torsten Hoefler LRM AI4CE LM&Ro 169 707 0 18 Aug 2023
ProPILE: Probing Privacy Leakage in Large Language Models Siwon Kim Sangdoo Yun Hwaran Lee Martin Gubri Sungroh Yoon Seong Joon Oh PILM 476 111 3 04 Jul 2023
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 198 1,240 0 31 May 2023
NaturalProver: Grounded Mathematical Proof Generation with Language Models Sean Welleck Jiacheng Liu Ximing Lu Hannaneh Hajishirzi Yejin Choi AIMat LRM 75 73 0 25 May 2022
STaR: Bootstrapping Reasoning With Reasoning E. Zelikman Yuhuai Wu Jesse Mu Noah D. Goodman ReLM LRM 144 511 0 28 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 855 9,714 0 28 Jan 2022
Show Your Work: Scratchpads for Intermediate Computation with Language Models Maxwell Nye Anders Andreassen Guy Gur-Ari Henryk Michalewski Jacob Austin ... Aitor Lewkowycz Maarten Bosma D. Luan Charles Sutton Augustus Odena ReLM LRM 183 756 0 30 Nov 2021
Training Verifiers to Solve Math Word Problems K. Cobbe V. Kosaraju Mohammad Bavarian Mark Chen Heewoo Jun ... Jerry Tworek Jacob Hilton Reiichiro Nakano Christopher Hesse John Schulman ReLM OffRL LRM 362 4,598 0 27 Oct 2021
Analysing Mathematical Reasoning Abilities of Neural Models D. Saxton Edward Grefenstette Felix Hill Pushmeet Kohli LRM 212 431 0 02 Apr 2019
Understanding intermediate layers using linear classifier probes Guillaume Alain Yoshua Bengio FAtt 175 958 0 05 Oct 2016
XGBoost: A Scalable Tree Boosting System Tianqi Chen Carlos Guestrin 817 39,255 0 09 Mar 2016