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Non-Parallel Text Style Transfer with Self-Parallel Supervision
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| Add scene-graph alignment to sentence-embedding matching (ablation) | LaMer · Formality Transfer (GYAFC Family Relationship) | BLEU: 33.8 -> 39.2 | Helped |
| Add scene-graph alignment to sentence-embedding matching (ablation) | LaMer · Political Stance Transfer | BLEU: 22.1 -> 30.5 | Helped |
| Add scene-graph alignment to sentence-embedding matching (ablation) | LaMer · Sentiment Transfer (Yelp) | BLEU: 40.6 -> 34.1 | Hurt |
| Replace random target matches with sentence-embedding and scene-graph alignment (ablation) | LaMer · Formality Transfer (GYAFC Family Relationship) | BLEU: 20.4 -> 39.2 | Helped |
| Replace random target matches with sentence-embedding and scene-graph alignment (ablation) | LaMer · Political Stance Transfer | BLEU: 10.1 -> 30.5 | Helped |
| Remove imitation learning refinement (ablation) | LaMer · Sentiment Transfer (Yelp) | BLEU: 34.1 -> 33.2 | Hurt |
| Remove imitation learning refinement (ablation) | LaMer · Formality Transfer (GYAFC Family Relationship) | BLEU: 39.2 -> 27.2 | Hurt |
| Remove imitation learning refinement (ablation) | LaMer · Political Stance Transfer | BLEU: 18.5 -> 8.8 | Hurt |
| Add scene-entity order distance to semantic-coherence imitation learning (ablation) | LaMer · Formality Transfer (GYAFC Family Relationship) | BLEU: 32.5 -> 39.2 | Helped |
| Add scene-entity existence distance to semantic-coherence imitation learning (ablation) | LaMer · Political Stance Transfer | BLEU: 13.9 -> 18.5 | Helped |
| Use LaMer instead of STRAP | Formality Transfer (GYAFC), 1% training data · Formality Transfer (GYAFC), 1% training data | J-score: 5.3 -> 13.5 | Helped |
| Use LaMer instead of STRAP | Political Stance Transfer · Political Stance Transfer | BLEU: 21.3 -> 30.5 | Helped |
Closest papers by meaning
- Style Transfer from Non-Parallel Text by Cross-Alignment (NeurIPS 2017 · similarity 0.90)
- Style Transfer in Text: Exploration and Evaluation (AAAI 2018 · similarity 0.90)
- ParaGuide: Guided Diffusion Paraphrasers for Plug-and-Play Textual Style Transfer (AAAI 2024 · similarity 0.87)
- Adaptive Prompt Routing for Arbitrary Text Style Transfer with Pre-trained Language Models (AAAI 2024 · similarity 0.85)
- Text-to-LoRA: Instant Transformer Adaption (ICML 2025 · similarity 0.83)
- StyleStudio: Text-Driven Style Transfer with Selective Control of Style Elements (CVPR 2025 · similarity 0.83)
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