Machine Learning

Can LLMs Extract Frame-Semantic Arguments? EMNLP 2025 Can LLMs Find a Needle in a Haystack? A Look at Anomaly Detection Language Modeling EMNLP 2025 Can LLMs Generate and Solve Linguistic Olympiad Puzzles? EMNLP 2025 Can LLMs Generate High-Quality Test Cases for Algorithm Problems? TestCase-Eval: A Systematic Evaluation of Fault Coverage and Exposure ACL 2025 Can LLMs Generate Novel Research Ideas? A Large-Scale Human Study with 100+ NLP Researchers ICLR 2025 Can LLMs Help Uncover Insights about LLMs? A Large-Scale, Evolving Literature Analysis of Frontier LLMs ACL 2025 Can LLMs Help You at Work? A Sandbox for Evaluating LLM Agents in Enterprise Environments EMNLP 2025 Can LLMs Identify Critical Limitations within Scientific Research? A Systematic Evaluation on AI Research Papers ACL 2025 Can LLMs Interpret and Leverage Structured Linguistic Representations? A Case Study with AMRs ACL 2025 Can LLMs Learn from Their Mistakes? Self-Correcting Instruction Tuning for Named Entity Recognition IJCNLP 2025 Can LLMs Narrate Tabular Data? An Evaluation Framework for Natural Language Representations of Text-to-SQL System Outputs EMNLP 2025 Can LLMs Obfuscate Code? A Systematic Analysis of Large Language Models into Assembly Code Obfuscation AAAI 2025 Can LLMs Rank the Harmfulness of Smaller LLMs? We are Not There Yet ACL 2025 Can LLMs Reason About Program Semantics? A Comprehensive Evaluation of LLMs on Formal Specification Inference ACL 2025 Can LLMs Reason Abstractly Over Math Word Problems Without CoT? Disentangling Abstract Formulation From Arithmetic Computation EMNLP 2025 Can LLMs Recognize Their Own Analogical Hallucinations? Evaluating Uncertainty Estimation for Analogical Reasoning ACL 2025 Can LLMs Reliably Simulate Real Students’ Abilities in Mathematics and Reading Comprehension? ACL 2025 Can LLMs Separate Instructions From Data? And What Do We Even Mean By That? ICLR 2025 Can LLMs simulate the same correct solutions to free-response math problems as real students? EMNLP 2025 Can LLMs Solve Longer Math Word Problems Better? ICLR 2025 Can LLMs Translate Cultural Nuance in Dialects? A Case Study on Lebanese Arabic COLING 2025 Can LLMs Understand Time Series Anomalies? ICLR 2025 Can LLMs Verify Arabic Claims? Evaluating the Arabic Fact-Checking Abilities of Multilingual LLMs COLING 2025 Can LLM Watermarks Robustly Prevent Unauthorized Knowledge Distillation? ACL 2025 Can Machines Understand Composition? Dataset and Benchmark for Photographic Image Composition Embedding and Understanding CVPR 2025