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Methodology
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Multimodal Learning
13057 directly classified papers
Papers per year
2003: 1
2006: 3
2007: 6
2008: 2
2009: 5
2010: 2
2011: 3
2012: 6
2013: 24
2014: 20
2015: 46
2016: 109
2017: 205
2018: 299
2019: 622
2020: 675
2021: 987
2022: 1084
2023: 1697
2024: 2500
2025: 3654
2026: 1107
Papers
KidsArtBench: Multi-Dimensional Children’s Art Evaluation with Attribute-Aware MLLMs
EACL 2026
Now You Hear Me: Audio Narrative Attacks Against Large Audio–Language Models
EACL 2026
Extending Audio Context for Long-Form Understanding in Large Audio-Language Models
EACL 2026
Instruction Tuning with and without Context: Behavioral Shifts and Downstream Impact
EACL 2026
Do Images Speak Louder than Words? Investigating the Effect of Textual Misinformation in VLMs
EACL 2026
Multimodal Conversation Structure Understanding
EACL 2026
Can MLLMs Find Their Way in a City? Exploring Emergent Navigation from Web-Scale Knowledge
EACL 2026
Surprisal from Larger Transformer-based Language Models Predicts fMRI Data More Poorly
EACL 2026
Exploring Cross-Lingual Voice Conversion Methods for Anonymizing Low-Resource Text-to-Speech
EACL 2026
Language Family Matters: Evaluating SpeechLLMs Across Linguistic Boundaries
EACL 2026
On the Additive Compositionality of Task Vectors in Vision–Language Models
EACL 2026
FiMMIA: scaling semantic perturbation-based membership inference across modalities
EACL 2026
A Browser-based Open Source Assistant for Multimodal Content Verification
EACL 2026
Hospitality-VQA: Decision-Oriented Informativeness Evaluation for Vision–Language Models
EACL 2026
Compact Multimodal Language Models as Robust OCR Alternatives for Noisy Textual Clinical Reports
EACL 2026
A Compliance-Preserving Retrieval System for Aircraft MRO Task Search
EACL 2026
OCR or Not? Rethinking Document Information Extraction in the MLLMs Era with Real-World Large-Scale Datasets
EACL 2026
PROBES : Performance and Relevance Observation for BEtter Search
EACL 2026
Aligning Paralinguistic Understanding and Generation in Speech LLMs via Multi-Task Reinforcement Learning
EACL 2026
Encoding and Decoding Language in the Brain with Language Models
EACL 2026
Multimodal Large Language Models for Human-AI Interaction: Foundations, Agents, and Inclusive Applications
EACL 2026
SpatialMath: Spatial Comprehension-Infused Symbolic Reasoning for Mathematical Problem-Solving
EACL 2026
MAPS: A Multilingual Benchmark for Agent Performance and Security
EACL 2026
Bias in the Ear of the Listener: Assessing Sensitivity in Audio Language Models Across Linguistic, Demographic, and Positional Variations
EACL 2026
Speaker Anonymization for Children's Oral Reading Assessment
AAAI 2026
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