Research map / Label-efficient and robust learning / Semi-supervised learning
Global Distant Supervision for Relation Extraction
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| add relation label dependency consistency (LabelDep) (ablation) | MLN-Base · KBP (Surdeanu et al. 2012) | best F1: 0.281 -> 0.307 | Helped |
| add argument features (ArgFea) (ablation) | MLN-Base + LabelDep · KBP (Surdeanu et al. 2012) | best F1: 0.307 -> 0.312 | Helped |
| add neighbor instance consistency (NeighborSim) (ablation) | MLN-Base + LabelDep + ArgFea · KBP (Surdeanu et al. 2012) | best F1: 0.312 -> 0.322 | Helped |
| Markov logic joint inference with KB-only supervision vs Surdeanu multi-instance | Surdeanu · KBP (Surdeanu et al. 2012) | best F1: 0.278 -> 0.281 | Helped |
| full MLN with all indirect supervision vs Surdeanu | Surdeanu · KBP (Surdeanu et al. 2012) | best F1: 0.278 -> 0.322 | Helped |
| full MLN vs base MLN on precision (ablation) | MLN-Base · KBP (Surdeanu et al. 2012) | precision at best F1: 0.262 -> 0.426 | Helped |
| full MLN vs base MLN on recall (ablation) | MLN-Base · KBP (Surdeanu et al. 2012) | recall at best F1: 0.302 -> 0.259 | Hurt |
Closest papers by meaning
- Distant Supervision for Relation Extraction with Sentence-Level Attention and Entity Descriptions (AAAI 2017 · similarity 0.92)
- Bootstrapping Distantly Supervised IE Using Joint Learning and Small Well-Structured Corpora (AAAI 2017 · similarity 0.91)
- Distant Supervision via Prototype-Based Global Representation Learning (AAAI 2017 · similarity 0.91)
- Improving Distantly Supervised Relation Extraction by Natural Language Inference (AAAI 2023 · similarity 0.91)
- Distantly Supervised Entity Relation Extraction with Adapted Manual Annotations (AAAI 2019 · similarity 0.91)
- Enhancing Relation Extraction via Supervised Rationale Verification and Feedback (AAAI 2025 · similarity 0.86)
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