Natural Language Processing

Beyond ReAct: A Planner-Centric Framework for Complex Tool-Augmented LLM Reasoning AAAI 2026 Beyond Sample-Level Feedback: Using Reference-Level Feedback to Guide Data Synthesis EACL 2026 Beyond Sampling: Self-Sorting for Long-Context Ranking EACL 2026 Beyond Single Representations: Multi-Model Embedding Fusion for Stable Text Classification ACL 2026 Beyond Single-View Detection: A Dual-Space Reasoning Framework for Interpretable Harmful Meme Understanding ACL 2026 Beyond Single Words: MWE Identification in Bioinformatics Research Articles and Dispersion Profiling Across IMRaD EACL 2026 Beyond Static Alignment: Adaptive Arbitration for Semantic Incongruence in Semi-Supervised Multimodal Sentiment Analysis ACL 2026 Beyond Static Artifacts: An Evolutionary Framework for Synthetic Claim Generation ACL 2026 Beyond Static Benchmarks: Synthesizing Harmful Content via Persona-based Simulation for Robust Evaluation ACL 2026 Beyond Static: Related Questions Retrieval Through Conversations in Community Question Answering AAAI 2026 Beyond Superficial Forgetting: Thorough Unlearning Through Knowledge Density Estimation and Block Re-Insertion AAAI 2026 Beyond the Black Box: Demystifying Multi-Turn LLM Reasoning with VISTA AAAI 2026 Beyond the Crowd: LLM-Augmented Community Notes for Governing Health Misinformation ACL 2026 Beyond the Final Actor: Modeling the Dual Roles of Creator and Editor for Fine-Grained LLM-Generated Text Detection ACL 2026 Beyond Tokens: Concept-Level Training Objectives for LLMs EACL 2026 Beyond Understanding: Evaluating the Pragmatic Gap in LLMs’ Cultural Processing of Figurative Language EACL 2026 Beyond Word Boundaries: A Hebrew Coreference Benchmark and an Evaluation Protocol for Morphologically Complex Text ACL 2026 BhashaKritika: Building Synthetic Pretraining Data at Scale for Indic Languages AAAI 2026 BhashaSutra: A Task-Centric Unified Survey of Indian NLP Datasets, Corpora, and Resources ACL 2026 Bias in the East, Bias in the West: A Bilingual Analysis of LLM Political Bias on U.S.- and China-Related Issues EACL 2026 Biasless Language Models Learn Unnaturally: How LLMs Fail to Distinguish the Possible from the Impossible EACL 2026 BiCon-Gate: Consistency-Gated De-colloquialisation for Dialogue Fact-Checking EACL 2026 Bidirectional LMs are Better Knowledge Memorizers? A Benchmark for Real-world Knowledge Injection ACL 2026 Bi-Level Preference Optimization for Retrieval-Augmented Generation (Student Abstract) AAAI 2026 BILLY: Steering Large Language Models via Merging Persona Vectors for Creative Generation EACL 2026