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Evaluation

1654 directly classified papers

Papers per year

Papers

ArabicSense: A Benchmark for Evaluating Commonsense Reasoning in Arabic with Large Language Models COLING 2025
LogiDynamics: Unraveling the Dynamics of Inductive, Abductive and Deductive Logical Inferences in LLM Reasoning EMNLP 2025
Memorization ≠ Understanding: Do Large Language Models Have the Ability of Scenario Cognition? EMNLP 2025
CoreEval: Automatically Building Contamination-Resilient Datasets with Real-World Knowledge toward Reliable LLM Evaluation ACL 2025
The Emperor’s New Reasoning: Format Imitation Overshadows Genuine Mathematical Understanding in SFT EMNLP 2025
ReproHum #0031-01: Reproducing the Human Evaluation of Readability from “It is AI’s Turn to Ask Humans a Question” ACL 2025
Memorization or Reasoning? Exploring the Idiom Understanding of LLMs EMNLP 2025
Evaluating Evaluation Metrics for Ancient Chinese to English Machine Translation NAACL 2025
From Understanding to Generation: An Efficient Shortcut for Evaluating Language Models EMNLP 2025
ReproHum #0033-05: Human Evaluation of Factuality from A Multidisciplinary Perspective ACL 2025
Transitive self-consistency evaluation of NLI models without gold labels EMNLP 2025
Towards Unifying Evaluation of Counterfactual Explanations: Leveraging Large Language Models for Human-Centric Assessments AAAI 2025
Persona-Augmented Benchmarking: Evaluating LLMs Across Diverse Writing Styles EMNLP 2025
ReproHum #0669-08: Reproducing Sentiment Transfer Evaluation ACL 2025
DCR: Quantifying Data Contamination in LLMs Evaluation EMNLP 2025
A Simple and Comprehensive Benchmark for Single-Cell Transcriptomics AAAI 2025
Drivel-ology: Challenging LLMs with Interpreting Nonsense with Depth EMNLP 2025
Towards Better Open-Ended Text Generation: A Multicriteria Evaluation Framework ACL 2025
Agent-as-Judge for Factual Summarization of Long Narratives EMNLP 2025
Thinking Racial Bias in Fair Forgery Detection: Models, Datasets and Evaluations AAAI 2025
Scalable and Culturally Specific Stereotype Dataset Construction via Human-LLM Collaboration EMNLP 2025
ArithmAttack: Evaluating Robustness of LLMs to Noisy Context in Math Problem Solving ACL 2025
Towards a Holistic and Automated Evaluation Framework for Multi-Level Comprehension of LLMs in Book-Length Contexts EMNLP 2025
EditBoard: Towards a Comprehensive Evaluation Benchmark for Text-Based Video Editing Models AAAI 2025
PhysReason: A Comprehensive Benchmark towards Physics-Based Reasoning ACL 2025