Large Language Models

Extracting Interpretable Task-Specific Circuits from Large Language Models for Faster Inference AAAI 2025 Extracting Linguistic Information from Large Language Models: Syntactic Relations and Derivational Knowledge EMNLP 2025 Extracting Software Mentions and Relations using Transformers and LLM-Generated Synthetic Data at SOMD 2025 ACL 2025 ExtremeAIGC: Benchmarking LMM Vulnerability to AI-Generated Extremist Content EMNLP 2025 Ex-VAD: Explainable Fine-grained Video Anomaly Detection Based on Visual-Language Models ICML 2025 F²Bench: An Open-ended Fairness Evaluation Benchmark for LLMs with Factuality Considerations EMNLP 2025 FaBERT: Pre-training BERT on Persian Blogs NAACL 2025 Facilitating Cognitive Accessibility with LLMs: A Multi-Task Approach to Easy-to-Read Text Generation EMNLP 2025 FacLens: Transferable Probe for Foreseeing Non-Factuality in Fact-Seeking Question Answering of Large Language Models EMNLP 2025 FactBench: A Dynamic Benchmark for In-the-Wild Language Model Factuality Evaluation ACL 2025 FACTCHECKMATE: Preemptively Detecting and Mitigating Hallucinations in LMs EMNLP 2025 (Fact) Check Your Bias ACL 2025 Fact-Controlled Diagnosis of Hallucinations in Medical Text Summarization Interspeech 2025 FactEHR: A Dataset for Evaluating Factuality in Clinical Notes Using LLMs MLHC 2025 FACTER: Fairness-Aware Conformal Thresholding and Prompt Engineering for Enabling Fair LLM-Based Recommender Systems ICML 2025 FACT: Examining the Effectiveness of Iterative Context Rewriting for Multi-fact Retrieval NAACL 2025 Factors affecting the in-context learning abilities of LLMs for dialogue state tracking Interspeech 2025 FactReasoner: A Probabilistic Approach to Long-Form Factuality Assessment for Large Language Models EMNLP 2025 FactTest: Factuality Testing in Large Language Models with Finite-Sample and Distribution-Free Guarantees ICML 2025 Factual Knowledge in Language Models: Robustness and Anomalies under Simple Temporal Context Variations ACL 2025 FA: Forced Prompt Learning of Vision-Language Models for Out-of-Distribution Detection ICCV 2025 Falcon: Faster and Parallel Inference of Large Language Models Through Enhanced Semi-Autoregressive Drafting and Custom-Designed Decoding Tree AAAI 2025 FaMTEB: Massive Text Embedding Benchmark in Persian Language EMNLP 2025 Fann or Flop: A Multigenre, Multiera Benchmark for Arabic Poetry Understanding in LLMs EMNLP 2025 Faster and Better LLMs via Latency-Aware Test-Time Scaling EMNLP 2025