scientific reasoning

MME-SCI: A Comprehensive and Challenging Science Benchmark for Multimodal Large Language Models AAAI 2026 MSEarth: A Multimodal Benchmark for Earth Science Phenomenon Discovery with MLLMs ACL 2026 QuantumQA: Enhancing Scientific Reasoning via Physics-Consistent Dataset and Verification-Aware Reinforcement Learning ACL 2026 SymPyBench: A Dynamic Benchmark for Scientific Reasoning with Executable Python Code EACL 2026 Bridging AI and Carbon Capture: A Dataset for LLMs in Ionic Liquids and CBE Research ACL 2025 CURIE: Evaluating LLMs on Multitask Scientific Long-Context Understanding and Reasoning ICLR 2025 From Awareness to Adaptability: Enhancing Tool Utilization for Scientific Reasoning ACL 2025 HypER: Literature-grounded Hypothesis Generation and Distillation with Provenance EMNLP 2025 Hypothesis Generation for Materials Discovery and Design Using Goal-Driven and Constraint-Guided LLM Agents NAACL 2025 Literature Meets Data: A Synergistic Approach to Hypothesis Generation ACL 2025 LMR-BENCH: Evaluating LLM Agent’s Ability on Reproducing Language Modeling Research EMNLP 2025 MAPS: Advancing Multi-Modal Reasoning in Expert-Level Physical Science ICLR 2025 MicroVQA: A Multimodal Reasoning Benchmark for Microscopy-Based Scientific Research CVPR 2025 mmJEE-Eval: A Bilingual Multimodal Benchmark for Evaluating Scientific Reasoning in Vision-Language Models IJCNLP 2025 MMSciBench: Benchmarking Language Models on Chinese Multimodal Scientific Problems ACL 2025 On LLM-Based Scientific Inductive Reasoning Beyond Equations EMNLP 2025 Perovskite-LLM: Knowledge-Enhanced Large Language Models for Perovskite Solar Cell Research EMNLP 2025 ProJudge: A Multi-Modal Multi-Discipline Benchmark and Instruction-Tuning Dataset for MLLM-based Process Judges ICCV 2025 SciVerse: Unveiling the Knowledge Comprehension and Visual Reasoning of LMMs on Multi-modal Scientific Problems ACL 2025 Table-Text Alignment: Explaining Claim Verification Against Tables in Scientific Papers EMNLP 2025 Towards Effective and Efficient Continual Pre-training of Large Language Models ACL 2025 An LLM-based Knowledge Synthesis and Scientific Reasoning Framework for Biomedical Discovery ACL 2024 Epistemology of Language Models: Do Language Models Have Holistic Knowledge? ACL 2024 Evaluating the Effectiveness of Retrieval-Augmented Large Language Models in Scientific Document Reasoning ACL 2024 Exploring Scientific Hypothesis Generation with Mamba EMNLP 2024