Research map / Vision-language and multimodal / Human and embodied modeling
Adaptive Co-attention Network for Named Entity Recognition in Tweets
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| add image information via adaptive co-attention | CNN+BiLSTM+CRF · Multimodal Twitter NER | F1: 67.15 -> 70.69 | Helped |
| add CRF decoder (vs softmax) (ablation) | ACN · Multimodal Twitter NER | F1: 66.32 -> 70.69 | Helped |
| add gated multimodal fusion (vs concatenation) (ablation) | ACN · Multimodal Twitter NER | F1: 68.12 -> 70.69 | Helped |
| add filtration gate (ablation) | ACN · Multimodal Twitter NER | F1: 69.16 -> 70.69 | Helped |
| add dropout (ablation) | ACN · Multimodal Twitter NER | F1: 68.16 -> 70.69 | Helped |
| increase hidden dimension beyond 200 (ablation) | ACN · Multimodal Twitter NER | F1: 70.69 -> 68.42 | Hurt |
Closest papers by meaning
- Hierarchical Aligned Multimodal Learning for NER on Tweet Posts (AAAI 2024 · similarity 0.88)
- Web-Scale Visual Entity Recognition: An LLM-Driven Data Approach (NeurIPS 2024 · similarity 0.85)
- Multi-Grained Query-Guided Set Prediction Network for Grounded Multimodal Named Entity Recognition (AAAI 2025 · similarity 0.83)
- Small Language Model Makes an Effective Long Text Extractor (AAAI 2025 · similarity 0.83)
- MCL-NER: Cross-Lingual Named Entity Recognition via Multi-View Contrastive Learning (AAAI 2024 · similarity 0.82)
- A Generative Approach for Wikipedia-Scale Visual Entity Recognition (CVPR 2024 · similarity 0.82)
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