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Evaluation

345 directly classified papers

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Papers

Compare without Despair: Reliable Preference Evaluation with Generation Separability EMNLP 2024
Integrated Decision Gradients: Compute Your Attributions Where the Model Makes Its Decision AAAI 2024
Impact of Decoding Methods on Human Alignment of Conversational LLMs ACL 2024
A Systematic Analysis on the Temporal Generalization of Language Models in Social Media ACL 2024
CORES: Convolutional Response-based Score for Out-of-distribution Detection CVPR 2024
Knowledge Acquisition through Continued Pretraining is Difficult: A Case Study on r/AskHistorians ACL 2024
Beyond Text: Unveiling Multimodal Proficiency of Large Language Models with MultiAPI Benchmark ACL 2024
Empowering CAM-Based Methods with Capability to Generate Fine-Grained and High-Faithfulness Explanations AAAI 2024
BEHAVIOR Vision Suite: Customizable Dataset Generation via Simulation CVPR 2024
Evaluating Automatic Metrics with Incremental Machine Translation Systems EMNLP 2024
LLMs as Narcissistic Evaluators: When Ego Inflates Evaluation Scores ACL 2024
Generalization or Memorization: Data Contamination and Trustworthy Evaluation for Large Language Models ACL 2024
CAVA: A Tool for Cultural Alignment Visualization & Analysis EMNLP 2024
Challenging Large Language Models with New Tasks: A Study on their Adaptability and Robustness ACL 2024
“My Answer is C”: First-Token Probabilities Do Not Match Text Answers in Instruction-Tuned Language Models ACL 2024
Comparing the Robustness of Modern No-Reference Image- and Video-Quality Metrics to Adversarial Attacks AAAI 2024
RAGLAB: A Modular and Research-Oriented Unified Framework for Retrieval-Augmented Generation EMNLP 2024
The Butterfly Effect of Model Editing: Few Edits Can Trigger Large Language Models Collapse ACL 2024
StructEval: Deepen and Broaden Large Language Model Assessment via Structured Evaluation ACL 2024
Evaluating the Elementary Multilingual Capabilities of Large Language Models with MultiQ ACL 2024
Evaluating the Smooth Control of Attribute Intensity in Text Generation with LLMs ACL 2024
MARiA at SemEval 2024 Task-6: Hallucination Detection Through LLMs, MNLI, and Cosine similarity SEMEVAL 2024
FlashEval: Towards Fast and Accurate Evaluation of Text-to-image Diffusion Generative Models CVPR 2024
The Base-Rate Effect on LLM Benchmark Performance: Disambiguating Test-Taking Strategies from Benchmark Performance EMNLP 2024
Revisiting Query Variation Robustness of Transformer Models EMNLP 2024