Natural Language Processing

Beyond Chunking: Discourse-Aware Hierarchical Retrieval for Long Document Question Answering ACL 2026 Beyond Coherence: Improving Temporal Consistency and Interpretability in Dynamic Topic Models EACL 2026 Beyond Counting: Evaluating Abstract and Emotional Reasoning in Vision-Language Models AAAI 2026 Beyond Detection: Evaluating Fallacy Awareness of LLMs in Interactive Scenarios ACL 2026 Beyond Detection: Exploring Evidence-based Multi-Agent Debate for Misinformation Intervention and Persuasion AAAI 2026 Beyond Divergent Creativity: A Human-Based Evaluation of Creativity in Large Language Models EACL 2026 Beyond Fact Retrieval: Episodic Memory for RAG with Generative Semantic Workspaces AAAI 2026 Beyond Instruction Optimization: Multi-Agent Error-Driven Class Description Refinement for LLM-Based Classification ACL 2026 Beyond Length: Context-Aware Expansion and Independence as Developmentally Sensitive Evaluation in Child Utterances EACL 2026 Beyond Literal Mapping: Benchmarking and Improving Non-Literal Translation Evaluation ACL 2026 Beyond Many-Shot Translation: Scaling In-Context Demonstrations For Low-Resource Machine Translation EACL 2026 Beyond Math: Stories as a Testbed for Memorization-Constrained Reasoning in LLMs EACL 2026 Beyond Memorization: A Rigorous Evaluation Framework for Medical Knowledge Editing EACL 2026 Beyond Monolingual Assumptions: A Survey on Code-Switched NLP in the Era of Large Language Models across Modalities ACL 2026 Beyond Multilinguality: Typological Limitations in Multilingual Models for Meitei Language EACL 2026 Beyond Multiple Choice: Evaluating Steering Vectors for Summarization EACL 2026 Beyond Multiple Choice: Verifiable OpenQA for Robust Vision-Language RFT CVPR 2026 Beyond Musical Descriptors: Extracting Preference-Bearing Intent in Music Queries EACL 2026 Beyond Names: How Grammatical Gender Markers Bias LLM-based Educational Recommendations EACL 2026 Beyond Next Token Probabilities: Learnable, Fast Detection of Hallucinations and Data Contamination on LLM Output Distributions AAAI 2026 Beyond N-grams: A Hierarchical Reward Learning Framework for Clinically-Aware Medical Report Generation AAAI 2026 Beyond "Not Novel Enough": Enriching Scholarly Critique with LLM-Assisted Feedback EACL 2026 Beyond One-Step Distillation: Bridging the Capacity Gap in Small Language Models via Multi-Step Knowledge Transfer EACL 2026 Beyond Perplexity: Let the Reader Select Retrieval Summaries via Spectrum Projection Score AAAI 2026 Beyond Random Sampling: Efficient Language Model Pretraining via Curriculum Learning EACL 2026