Research map / Vision-language and multimodal / Human and embodied modeling
Hierarchical Coherence Modeling for Document Quality Assessment
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| Add hierarchical coherence modeling to H-Trans | H-Trans on ASAP essay scoring · ASAP Avg. 1-7 | QWK: 0.775 -> 0.786 | Helped |
| Add hierarchical coherence modeling to H-Trans | H-Trans on online news quality · Online News Quality | accuracy: 0.553 -> 0.644 | Helped |
| Add local coherence modeling (ablation) | H-Trans on ASAP essay scoring · ASAP Avg. 1-7 | QWK: 0.775 -> 0.782 | Helped |
| Add local coherence modeling (ablation) | H-Trans on online news quality · Online News Quality | accuracy: 0.553 -> 0.621 | Helped |
| Add multi-layer max-coherence pooling (ablation) | H-Trans+LC on ASAP essay scoring · ASAP Avg. 1-7 | QWK: 0.782 -> 0.786 | Helped |
| Add multi-layer max-coherence pooling (ablation) | H-Trans+LC on online news quality · Online News Quality | accuracy: 0.621 -> 0.644 | Helped |
| Replace cosine similarity with bilinear coherence (ablation) | Four-layer coherence model on ASAP essay scoring · ASAP Avg. 1-7 | QWK: 0.781 -> 0.786 | Helped |
| Replace cosine similarity with bilinear coherence (ablation) | Four-layer coherence model on online news quality · Online News Quality | accuracy: 0.625 -> 0.644 | Helped |
| Retain document semantics alongside coherence vectors (ablation) | HierCoh on ASAP essay scoring · ASAP Avg. 1-7 | QWK: 0.768 -> 0.786 | Helped |
| Retain document semantics alongside coherence vectors (ablation) | HierCoh on online news quality · Online News Quality | accuracy: 0.611 -> 0.644 | Helped |
| Increase max-coherence pooling layers from L=1 to L=4 (ablation) | Cosine-coherence H-Trans on ASAP essay scoring · ASAP Avg. 1-7 | QWK: 0.778 -> 0.781 | Helped |
| Increase max-coherence pooling layers from L=1 to L=4 (ablation) | Cosine-coherence H-Trans on online news quality · Online News Quality | accuracy: 0.595 -> 0.625 | Helped |
Closest papers by meaning
- BBScore: A Brownian Bridge Based Metric for Assessing Text Coherence (AAAI 2024 · similarity 0.90)
- Towards Automatic Boundary Detection for Human-AI Collaborative Hybrid Essay in Education (AAAI 2024 · similarity 0.81)
- DiffScore: Text Evaluation Beyond Autoregressive Likelihood (NeurIPS 2026 · similarity 0.81)
- Open-Domain Text Evaluation via Contrastive Distribution Methods (ICML 2024 · similarity 0.81)
- Top-H Decoding: Adapting the Creativity and Coherence with Bounded Entropy in Text Generation (NeurIPS 2025 · similarity 0.80)
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