Research map / Large language models / Language, safety and interpretability
Joint Copying and Restricted Generation for Paraphrase
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| Use CoRe's joint copying and restricted-generation decoders instead of LEAD | Summarization · Summarization | ROUGE-1: 28.1 -> 30.5 | Helped |
| Use CoRe's joint copying and restricted-generation decoders instead of the strongest baseline | Summarization · Summarization | ROUGE-2: 14.1 -> 16.2 | Helped |
| Use CoRe's joint copying and restricted-generation decoders instead of ABS | Summarization · Summarization | PPL: 113 -> 95 | Helped |
| Use CoRe's joint copying and restricted-generation decoders instead of Moses | Simplification · Simplification | ROUGE-1: 70.9 -> 72.7 | Helped |
| Use CoRe's joint copying and restricted-generation decoders instead of Moses | Simplification · Simplification | ROUGE-2: 52.1 -> 55.3 | Helped |
| Use CoRe's joint copying and restricted-generation decoders instead of LEAD | Simplification · Simplification | PPL: 66.5 -> 60.9 | Helped |
Closest papers by meaning
- Dictionary-Guided Editing Networks for Paraphrase Generation (AAAI 2019 · similarity 0.88)
- Sequential Copying Networks (AAAI 2018 · similarity 0.87)
- Copy is All You Need (ICLR 2023 · similarity 0.87)
- A Deep Generative Framework for Paraphrase Generation (AAAI 2018 · similarity 0.87)
- Copy That! Editing Sequences by Copying Spans (AAAI 2021 · similarity 0.87)
- Parameterized Synthetic Text Generation with SimpleStories (NeurIPS 2025 · similarity 0.84)
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