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Metrics for Holistic Evaluation of LLM Reasoning about Action, Change, and Planning
Anil B Murthy, Jaron Mink, Lindsay Sanneman
- Published: 24 Sept 2025, Last Modified: 25 Sept 2025
- NeurIPS 2025 LLM Evaluation Workshop Poster
- Readers: Everyone
Adversarial Behavior in Research Settings: Conducting Sabotage Evaluations with RE-Bench
Harini Rajakumar, Vanessa Nwauwa, Kevin Zhu, Ashwinee Panda, Sunishchal Dev
- Published: 24 Sept 2025, Last Modified: 01 Dec 2025
- NeurIPS 2025 LLM Evaluation Workshop Poster
- Readers: Everyone
Evaluating LLMs for Combinatorial Optimization: One-Phase and Two-Phase Heuristics for 2D Bin-Packing
Syed Mahbubul Huq, Daniel Brito-Pacheco, Daniel Sikar, RAJESH MOJUMDER, Christopher Child, Tillman Weyde
- Published: 24 Sept 2025, Last Modified: 01 Oct 2025
- NeurIPS 2025 LLM Evaluation Workshop Poster
- Readers: Everyone
ASCII-Bench: Evaluating Language-Model-Based Understanding of Visually-Oriented Text
Kerry Luo, Joshua Peguero, Anvay Patil, Megan Van Overborg, Ryan Sarmiento, Kevin Zhu
- Published: 24 Sept 2025, Last Modified: 24 Sept 2025
- NeurIPS 2025 LLM Evaluation Workshop Poster
- Readers: Everyone
Benchmark Agreement Testing Done Right: A Guide for LLM Benchmark Evaluation
Yotam Perlitz, Ariel Gera, Ofir Arviv, Asaf Yehudai, Elron Bandel, Eyal Shnarch, Michal Shmueli-Scheuer, Leshem Choshen
- Published: 24 Sept 2025, Last Modified: 24 Sept 2025
- NeurIPS 2025 LLM Evaluation Workshop Poster
- Readers: Everyone
Agentic Lean Auformalization (ALA) v1: An LLM collaborative approach to autoformalization in LEAN
Patricio Gallardo, Maziar Raissi, Ke Zhang, Sudhir Murthy
- Published: 24 Sept 2025, Last Modified: 01 Dec 2025
- NeurIPS 2025 LLM Evaluation Workshop Poster
- Readers: Everyone
Beyond Accuracy: A Diagnostic Protocol for Fairly Evaluating Multimodal Reasoning
Shohreh Ghorbani, Chenyu Zhang, Minsol Kim, Jingyao Wu
- Published: 24 Sept 2025, Last Modified: 30 Nov 2025
- NeurIPS 2025 LLM Evaluation Workshop Poster
- Readers: Everyone
Precision Shapes Personality: The Hidden Cost of Quantization in Sub-Billion-LLMs
Soham Sen, Ishaan Gangwani
- Published: 24 Sept 2025, Last Modified: 24 Sept 2025
- NeurIPS 2025 LLM Evaluation Workshop Poster
- Readers: Everyone
The Price of Progress: Algorithmic Efficiency and the Falling Cost of AI Inference
Hans Gundlach, Jayson Lynch, Matthias Mertens, Neil Thompson
- Published: 24 Sept 2025, Last Modified: 29 Nov 2025
- NeurIPS 2025 LLM Evaluation Workshop Poster
- Readers: Everyone
Detecting Training Data of Large Language Models via Expectation Maximization
Gyuwan Kim, Yang Li, Evangelia Spiliopoulou, Jie Ma, Miguel Ballesteros, William Yang Wang
- Published: 24 Sept 2025, Last Modified: 24 Nov 2025
- NeurIPS 2025 LLM Evaluation Workshop Oral
- Readers: Everyone
LaTeXBench: Judge-Only Evaluation of LaTeX Generation, Minimal-Edit Compliance, and Blind Contrast Errors
Ishaan Gangwani, Soham Sen, Aayam Bansal
- Published: 24 Sept 2025, Last Modified: 24 Sept 2025
- NeurIPS 2025 LLM Evaluation Workshop Poster
- Readers: Everyone
A Multi-Aspect Evaluation of Dialogue in Pythia
Zixun Chen, Petr Babkin, Akshat Gupta, Gopala Anumanchipalli, Xiaomo Liu
- Published: 24 Sept 2025, Last Modified: 23 Nov 2025
- NeurIPS 2025 LLM Evaluation Workshop Poster
- Readers: Everyone
Benchmarking Overton Pluralism in LLMs
Elinor Poole-Dayan, Jiayi Wu, Jiaxin Pei, Michiel A. Bakker
- Published: 24 Sept 2025, Last Modified: 24 Sept 2025
- NeurIPS 2025 LLM Evaluation Workshop Poster
- Readers: Everyone
YKSBench: Stress-Testing Multimodal Models with Exam-Style Questions
Egemen Sert, Seyda Ertekin
- Published: 24 Sept 2025, Last Modified: 30 Nov 2025
- NeurIPS 2025 LLM Evaluation Workshop Poster
- Readers: Everyone
Evaluating LLMs' Language Confusion in Code-switching Context
Juhyun Oh, Haneul Yoo, Alice Oh
- Published: 24 Sept 2025, Last Modified: 07 Nov 2025
- NeurIPS 2025 LLM Evaluation Workshop Poster
- Readers: Everyone
OpenGovCorpus: Evaluating LLMs on Citizen Query Tasks
Neil Majithia, Rajat Shinde, Manil Maskey, Elena Simperl
- Published: 24 Sept 2025, Last Modified: 24 Sept 2025
- NeurIPS 2025 LLM Evaluation Workshop Poster
- Readers: Everyone
R3: Robust Rubric-Agnostic Reward Models
David Anugraha, Zilu Tang, Lester James Validad Miranda, Hanyang Zhao, Shou-Yi Hung, Mohammad Rifqi Farhansyah, Garry Kuwanto, Derry Tanti Wijaya, Genta Indra Winata
- Published: 24 Sept 2025, Last Modified: 29 Nov 2025
- NeurIPS 2025 LLM Evaluation Workshop Poster
- Readers: Everyone
ChinaTravel: An Open-Ended Benchmark for Language Agents in Chinese Travel Planning
Jie-Jing Shao, Bo-Wen Zhang, Xiao-Wen Yang, Baizhi Chen, Siyu Han, Wen-Da Wei, Guohao Cai, Zhenhua Dong, Lan-Zhe Guo, Yu-Feng Li
- Published: 24 Sept 2025, Last Modified: 09 Oct 2025
- NeurIPS 2025 LLM Evaluation Workshop Poster
- Readers: Everyone
Husky Hold'em Benchmark: Can LLMs Design Competitive Poker Bots?
Bhavesh Kumar, Hoang Doan Nguyen, Roger Jin, Ryan Teknium, Jeffrey Quesnelle
- Published: 24 Sept 2025, Last Modified: 28 Nov 2025
- NeurIPS 2025 LLM Evaluation Workshop Poster
- Readers: Everyone
Evaluating LLM-as-a-Judge under Multilingual, Multimodal and Multi-domain Constraints
Shreyansh Padarha, Elizaveta Semenova, Bertie Vidgen, Adam Mahdi, Scott A. Hale
- Published: 24 Sept 2025, Last Modified: 29 Sept 2025
- NeurIPS 2025 LLM Evaluation Workshop Poster
- Readers: Everyone
GASLIGHTBENCH: Quantifying LLM Susceptibility to Social Prompting
Xuanzhe Yao, Sahil Ghosh, Gareth Lee, William H. Logian, Lening Nick Cui, Ellie Podoshev, Swarit Srivastava, Michael Li, Aaron Sandoval, Sean O'Brien, Michael Saxon, Sunishchal Dev, Kevin Zhu
- Published: 24 Sept 2025, Last Modified: 29 Nov 2025
- NeurIPS 2025 LLM Evaluation Workshop Poster
- Readers: Everyone
GermanPartiesQA: Benchmarking Commercial Large Language Models and AI Companions for Political Alignment and Sycophancy
Jan Batzner, Volker Stocker, Stefan Schmid, Gjergji Kasneci
- Published: 24 Sept 2025, Last Modified: 26 Nov 2025
- NeurIPS 2025 LLM Evaluation Workshop Poster
- Readers: Everyone
A Protocol-Driven Platform for Agent-Agnostic Evaluation of LLM Agents
Cong Minh Tran, Issam Falih, Hatim CHAHDI, Romain DE LA SOUCHERE
- Published: 24 Sept 2025, Last Modified: 01 Dec 2025
- NeurIPS 2025 LLM Evaluation Workshop Poster
- Readers: Everyone
MiniCzechBenchmark: A Contamination-Resistant Framework for Rapid LLM Evaluation in Czech
Petr Simecek
- Published: 24 Sept 2025, Last Modified: 24 Sept 2025
- NeurIPS 2025 LLM Evaluation Workshop Poster
- Readers: Everyone
RepliBench: Evaluating the Autonomous Replication Capabilities of Language Model Agents
Sidney Black, Asa Cooper Stickland, Jake Pencharz, Oliver Sourbut, Michael Schmatz, Jay Bailey, Ollie Matthews, Ben Millwood, Alex Remedios, Alan Cooney
- Published: 24 Sept 2025, Last Modified: 24 Sept 2025
- NeurIPS 2025 LLM Evaluation Workshop Poster
- Readers: Everyone

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