conftrace_

multimodal large language model

966 papers

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Also known as

MLLMS M-LLM MLLM

Co-occurring keywords

multimodal learning (4645) benchmark evaluation (1556) large language model (13587) visual question answering (1017) visual reasoning (493) video understanding (1658) instruction tuning (838) vision-language model (2348) chain-of-thought reasoning (551) visual grounding (518)

Papers

MMReason: An Open-Ended Multi-Modal Multi-Step Reasoning Benchmark for MLLMs Toward AGI ICCV 2025
From Holistic to Localized: Local Enhanced Adapters for Efficient Visual Instruction Fine-Tuning ICCV 2025
Towards Omnimodal Expressions and Reasoning in Referring Audio-Visual Segmentation ICCV 2025
Visual Chronicles: Using Multimodal LLMs to Analyze Massive Collections of Images ICCV 2025
Unified Multimodal Understanding via Byte-Pair Visual Encoding ICCV 2025
Unsupervised Visual Chain-of-Thought Reasoning via Preference Optimization ICCV 2025
Mitigating Object Hallucinations via Sentence-Level Early Intervention ICCV 2025
Benchmarking Multimodal Large Language Models Against Image Corruptions ICCV 2025
Iris: Breaking GUI Complexity with Adaptive Focus and Self-Refining ICCV 2025
BASIC: Boosting Visual Alignment with Intrinsic Refined Embeddings in Multimodal Large Language Models ICCV 2025
Bootstrapping Grounded Chain-of-Thought in Multimodal LLMs for Data-Efficient Model Adaptation ICCV 2025
Engage for All: Making Ordinary Image Descriptions Appealing Again! ICCV 2025
Information Density Principle for MLLM Benchmarks ICCV 2025
Blinded by Context: Unveiling the Halo Effect of MLLM in AI Hiring ACL 2025
MMRefine: Unveiling the Obstacles to Robust Refinement in Multimodal Large Language Models ACL 2025
Challenging Multimodal LLMs with African Standardized Exams: A Document VQA Evaluation ACL 2025
Big Escape Benchmark: Evaluating Human-Like Reasoning in Language Models via Real-World Escape Room Challenges ACL 2025
Adaptive Linguistic Prompting (ALP) Enhances Phishing Webpage Detection in Multimodal Large Language Models ACL 2025
SciVQA 2025: Overview of the First Scientific Visual Question Answering Shared Task ACL 2025
Coling-UniA at SciVQA 2025: Few-Shot Example Retrieval and Confidence-Informed Ensembling for Multimodal Large Language Models ACL 2025
Mitigating Hallucinations in Multi-modal Large Language Models via Image Token Attention-Guided Decoding NAACL 2025
MEDA: Dynamic KV Cache Allocation for Efficient Multimodal Long-Context Inference NAACL 2025
Multimodal Needle in a Haystack: Benchmarking Long-Context Capability of Multimodal Large Language Models NAACL 2025
VEGGIE: Instructional Editing and Reasoning Video Concepts with Grounded Generation ICCV 2025
Video-Bench: Human-Aligned Video Generation Benchmark CVPR 2025