Resources & Methods

Beyond Chains: Bridging Large Language Models and Knowledge Bases in Complex Question Answering AAAI 2026 Beyond Coherence: Improving Temporal Consistency and Interpretability in Dynamic Topic Models EACL 2026 Beyond Divergent Creativity: A Human-Based Evaluation of Creativity in Large Language Models EACL 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 Next Token Probabilities: Learnable, Fast Detection of Hallucinations and Data Contamination on LLM Output Distributions 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 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 Single Words: MWE Identification in Bioinformatics Research Articles and Dispersion Profiling Across IMRaD EACL 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 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