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Multimodal Learning

1257 directly classified papers

Papers per year

Papers

WildScore: Benchmarking MLLMs in-the-Wild Symbolic Music Reasoning EMNLP 2025
V-SEAM: Visual Semantic Editing and Attention Modulating for Causal Interpretability of Vision-Language Models EMNLP 2025
PunMemeCN: A Benchmark to Explore Vision-Language Models’ Understanding of Chinese Pun Memes EMNLP 2025
LLM-Driven Completeness and Consistency Evaluation for Cultural Heritage Data Augmentation in Cross-Modal Retrieval EMNLP 2025
What are Foundation Models Cooking in the Post-Soviet World? EMNLP 2025
Leveraging Large Models to Evaluate Novel Content: A Case Study on Advertisement Creativity EMNLP 2025
Puzzled by Puzzles: When Vision-Language Models Can’t Take a Hint EMNLP 2025
RICO: Improving Accuracy and Completeness in Image Recaptioning via Visual Reconstruction EMNLP 2025
Multimodal Neural Machine Translation: A Survey of the State of the Art EMNLP 2025
Follow the Flow: Fine-grained Flowchart Attribution with Neurosymbolic Agents EMNLP 2025
Fooling the LVLM Judges: Visual Biases in LVLM-Based Evaluation EMNLP 2025
Walk and Read Less: Improving the Efficiency of Vision-and-Language Navigation via Tuning-Free Multimodal Token Pruning EMNLP 2025
RAcQUEt: Unveiling the Dangers of Overlooked Referential Ambiguity in Visual LLMs EMNLP 2025
Memory-QA: Answering Recall Questions Based on Multimodal Memories EMNLP 2025
Hanfu-Bench: A Multimodal Benchmark on Cross-Temporal Cultural Understanding and Transcreation EMNLP 2025
Pixels Versus Priors: Controlling Knowledge Priors in Vision-Language Models through Visual Counterfacts EMNLP 2025
WebMMU: A Benchmark for Multimodal Multilingual Website Understanding and Code Generation EMNLP 2025
Contra4: Evaluating Contrastive Cross-Modal Reasoning in Audio, Video, Image, and 3D EMNLP 2025
DiMo-GUI: Advancing Test-time Scaling in GUI Grounding via Modality-Aware Visual Reasoning EMNLP 2025
VLA-Mark: A cross modal watermark for large vision-language alignment models EMNLP 2025
iVISPAR — An Interactive Visual-Spatial Reasoning Benchmark for VLMs EMNLP 2025
SimpleDoc: Multi‐Modal Document Understanding with Dual‐Cue Page Retrieval and Iterative Refinement EMNLP 2025
MAviS: A Multimodal Conversational Assistant For Avian Species EMNLP 2025
Multilingual Pretraining for Pixel Language Models EMNLP 2025
Enhance Multimodal Consistency and Coherence for Text-Image Plan Generation ACL 2025