Large Language Models

Contextual Relevance and Adaptive Sampling for LLM-Based Document Reranking ACL 2026 Efficient Hyperparameter Optimization for LLM Reinforcement Learning ACL 2026 Accelerate Parallelizable Reasoning via Parallel Decoding within One Sequence EMNLP 2025 Adversarial Vulnerabilities in Large Language Models for Time Series Forecasting AISTATS 2025 AIR-Bench: Automated Heterogeneous Information Retrieval Benchmark ACL 2025 An empirical study of validating synthetic data for formula generation NAACL 2025 Are LLMs Better than Reported? Detecting Label Errors and Mitigating Their Effect on Model Performance EMNLP 2025 Ask Me Like I’m Human: LLM-based Evaluation with For-Human Instructions Correlates Better with Human Evaluations than Human Judges ACL 2025 ATLANTIS: Weak-to-Strong Learning via Importance Sampling ACL 2025 AUTOSUMM: A Comprehensive Framework for LLM-Based Conversation Summarization ACL 2025 Bengali ChartSumm: A Benchmark Dataset and study on feasibility of Large Language Models on Bengali Chart to Text Summarization COLING 2025 Beyond Facts: Evaluating Intent Hallucination in Large Language Models ACL 2025 Beyond Pointwise Scores: Decomposed Criteria-Based Evaluation of LLM Responses EMNLP 2025 Computational Blueprints: Generating Isomorphic Mathematics Problems with Large Language Models EMNLP 2025 Data with High and Consistent Preference Difference Are Better for Reward Model AAAI 2025 Debiasing the Fine-Grained Classification Task in LLMs with Bias-Aware PEFT ACL 2025 DweshVaani: An LLM for Detecting Religious Hate Speech in Code-Mixed Hindi-English COLING 2025 Efficient Algorithms for Logistic Contextual Slate Bandits with Bandit Feedback UAI 2025 Enhancing Participatory Development Research in South Asia through LLM Agents System: An Empirically-Grounded Methodological Initiative and Agenda from Field Evidence in Sri Lankan COLING 2025 Enhancing Relation Extraction via Supervised Rationale Verification and Feedback AAAI 2025 FedDQC: Data Quality Control in Federated Instruction-tuning of Large Language Models ACL 2025 Flaw or Artifact? Rethinking Prompt Sensitivity in Evaluating LLMs EMNLP 2025 FLOW-BENCH: Towards Conversational Generation of Enterprise Workflows EMNLP 2025 Format Inertia: A Failure Mechanism of LLMs in Medical Pre-Consultation EMNLP 2025 From Lists to Emojis: How Format Bias Affects Model Alignment ACL 2025