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Evaluation

1654 directly classified papers

Papers per year

Papers

Only a Little to the Left: A Theory-grounded Measure of Political Bias in Large Language Models ACL 2025
A Tale of Evaluating Factual Consistency: Case Study on Long Document Summarization Evaluation ACL 2025
Difficulty Estimation in Natural Language Tasks with Action Scores NAACL 2025
Can External Validation Tools Improve Annotation Quality for LLM-as-a-Judge? ACL 2025
Line of Duty: Evaluating LLM Self-Knowledge via Consistency in Feasibility Boundaries NAACL 2025
Not quite Sherlock Holmes: Language model predictions do not reliably differentiate impossible from improbable events ACL 2025
Defining and Quantifying Visual Hallucinations in Vision-Language Models NAACL 2025
Judging the Judges: Can Large Vision-Language Models Fairly Evaluate Chart Comprehension and Reasoning? ACL 2025
BI-Bench : A Comprehensive Benchmark Dataset and Unsupervised Evaluation for BI Systems ACL 2025
Worse than Random? An Embarrassingly Simple Probing Evaluation of Large Multimodal Models in Medical VQA ACL 2025
“Stupid robot, I want to speak to a human!” User Frustration Detection in Task-Oriented Dialog Systems COLING 2025
The Alternative Annotator Test for LLM-as-a-Judge: How to Statistically Justify Replacing Human Annotators with LLMs ACL 2025
A Theoretical Framework for Evaluating Narrative Surprise in Large Language Models NAACL 2025
LADDER: Language-Driven Slice Discovery and Error Rectification in Vision Classifiers ACL 2025
SEA-HELM: Southeast Asian Holistic Evaluation of Language Models ACL 2025
CapArena: Benchmarking and Analyzing Detailed Image Captioning in the LLM Era ACL 2025
A Large and Balanced Corpus for Fine-grained Arabic Readability Assessment ACL 2025
REPRO-Bench: Can Agentic AI Systems Assess the Reproducibility of Social Science Research? ACL 2025
Label Convergence: Defining an Upper Performance Bound in Object Recognition through Contradictory Annotations WACV 2025
Com2 : A Causal-Guided Benchmark for Exploring Complex Commonsense Reasoning in Large Language Models ACL 2025
Lost in Transcription, Found in Distribution Shift: Demystifying Hallucination in Speech Foundation Models ACL 2025
Human Bias in the Face of AI: Examining Human Judgment Against Text Labeled as AI Generated ACL 2025
Noise-Aware Evaluation of Object Detectors WACV 2025
Frame by Familiar Frame: Understanding Replication in Video Diffusion Models WACV 2025
Demystifying Synthetic Data in LLM Pre-training: A Systematic Study of Scaling Laws, Benefits, and Pitfalls EMNLP 2025