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multimodal reasoning

197 papers

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Co-occurring keywords

vision-language model (2348) multimodal learning (4645) visual question answering (1017) large language model (13587) multimodal large language model (966) visual reasoning (493) benchmark evaluation (1556) chain-of-thought reasoning (551) vision language model (767) video understanding (1658)

Papers

LongVideoBench: A Benchmark for Long-context Interleaved Video-Language Understanding NIPS 2024
GraphVis: Boosting LLMs with Visual Knowledge Graph Integration NIPS 2024
Multimodal Reasoning with Multimodal Knowledge Graph ACL 2024
MMMU: A Massive Multi-discipline Multimodal Understanding and Reasoning Benchmark for Expert AGI CVPR 2024
Leveraging Task-Specific Pre-Training To Reason Across Images and Videos WACV 2024
Step Differences in Instructional Video CVPR 2024
Enhancing Semantics in Multimodal Chain of Thought via Soft Negative Sampling COLING 2024
GoT: Effective Graph-of-Thought Reasoning in Language Models NAACL 2024
CofiPara: A Coarse-to-fine Paradigm for Multimodal Sarcasm Target Identification with Large Multimodal Models ACL 2024
LANS: A Layout-Aware Neural Solver for Plane Geometry Problem ACL 2024
Knowledge-Aware Reasoning over Multimodal Semi-structured Tables EMNLP 2024
CONSTRUCTURE: Benchmarking CONcept STRUCTUre REasoning for Multimodal Large Language Models EMNLP 2024
Picturing Ambiguity: A Visual Twist on the Winograd Schema Challenge ACL 2024
M3D: MultiModal MultiDocument Fine-Grained Inconsistency Detection EMNLP 2024
Cross-Modal Feature Distribution Calibration for Few-Shot Visual Question Answering AAAI 2024
Multimodal Event Causality Reasoning with Scene Graph Enhanced Interaction Network AAAI 2024
BBA: Bi-Modal Behavioral Alignment for Reasoning with Large Vision-Language Models ACL 2024
JourneyBench: A Challenging One-Stop Vision-Language Understanding Benchmark of Generated Images NIPS 2024
WhodunitBench: Evaluating Large Multimodal Agents via Murder Mystery Games NIPS 2024
MM-MATH: Advancing Multimodal Math Evaluation with Process Evaluation and Fine-grained Classification EMNLP 2024
Meteor: Mamba-based Traversal of Rationale for Large Language and Vision Models NIPS 2024
T-SciQ: Teaching Multimodal Chain-of-Thought Reasoning via Large Language Model Signals for Science Question Answering AAAI 2024
Multimodal ArXiv: A Dataset for Improving Scientific Comprehension of Large Vision-Language Models ACL 2024
FlowVQA: Mapping Multimodal Logic in Visual Question Answering with Flowcharts ACL 2024
MMToM-QA: Multimodal Theory of Mind Question Answering ACL 2024