Tweet Paraphrasing on LaMP Tweet
42.2ROUGE-1REPLUG
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| REPLUGLLM Backbone=Phi-4-Mini-Instruct (3.84B)2026.01 | 42.2 | 37.3 | 38.6 | — | |
| PURPLELLM Backbone=Phi-4-Mini-Instruct (3.84B)2026.01 | 39 | 34 | 35.9 | — | |
| ContrieverLLM Backbone=Phi-4-Mini-Instruct (3.84B)2026.01 | 38.6 | 33.7 | 35.8 | — | |
| ICR (Llama-3-8B-Instruct)LLM Backbone=Phi-4-Mini-Instruct (3.84B)2026.01 | 38.6 | 33.6 | 35.5 | — | |
| RankGPT (GPT-5-nano)LLM Backbone=Phi-4-Mini-Instruct (3.84B)2026.01 | 38.5 | 33.7 | 35.5 | — | |
| BM25LLM Backbone=Phi-4-Mini-Instruct (3.84B)2026.01 | 38.3 | 33.6 | 35.2 | — | |
| RankGPT (Llama-3-8B-Instruct)LLM Backbone=Phi-4-Mini-Instruct (3.84B)2026.01 | 38.2 | 33.4 | 35.2 | — | |
| IC-RALMLLM Backbone=Phi-4-Mini-Instruct (3.84B)2026.01 | 38.1 | 33.3 | 35.2 | — | |
| PURPLELLM Backbone=Llama-3-70B-Instruct (70.6B)2026.01 | 37.3 | 32.1 | 34 | — | |
| RankGPT (GPT-5-nano)LLM Backbone=Llama-3-70B-Instruct (70.6B)2026.01 | 36.6 | 31.3 | 33.2 | — | |
| ContrieverLLM Backbone=Llama-3-70B-Instruct (70.6B)2026.01 | 36.5 | 31.4 | 33.3 | — | |
| BM25LLM Backbone=Llama-3-70B-Instruct (70.6B)2026.01 | 36.3 | 30.9 | 33 | — | |
| ICR (Llama-3-8B-Instruct)LLM Backbone=Llama-3-70B-Instruct (70.6B)2026.01 | 36.3 | 31.1 | 33.2 | — | |
| CADBackbone=Qwen2-7B2026.04 | 35.9 | 31.06 | — | 33.84 | |
| RankGPT (Llama-3-8B-Instruct)LLM Backbone=Llama-3-70B-Instruct (70.6B)2026.01 | 35.8 | 30.6 | 32.4 | — | |
| DPSBackbone=Qwen2-7B2026.04 | 35.33 | 29.81 | — | 32.69 | |
| DoLaBackbone=Qwen2-7B2026.04 | 35.24 | 30.46 | — | 32.46 | |
| DeCoReBackbone=Qwen2-7B2026.04 | 34.7 | 30.65 | — | 31.73 | |
| DPSBackbone=Mistral-7B2026.04 | 34.41 | 29.98 | — | 29.9 | |
| DeCoReBackbone=Mistral-7B2026.04 | 34.07 | 29.27 | — | 29.78 | |
| DPSBackbone=LLaMA-3-8B2026.04 | 33.89 | 28.98 | — | 28.84 | |
| CADBackbone=LLaMA-3-8B2026.04 | 33.68 | 28.93 | — | 28.13 | |
| DoLaBackbone=LLaMA-3-8B2026.04 | 33.65 | 28.77 | — | 27.95 | |
| CADBackbone=Mistral-7B2026.04 | 33.42 | 29.16 | — | 30.97 | |
| DoLaBackbone=Mistral-7B2026.04 | 32.91 | 28.52 | — | 30.26 | |
| PURPLELLM Backbone=Llama-3-8B-Instruct (8.03B)2026.01 | 32.5 | 27.5 | 28.8 | — | |
| DeCoReBackbone=LLaMA-3-8B2026.04 | 32.31 | 27.64 | — | 27.29 | |
| ContrieverLLM Backbone=Llama-3-8B-Instruct (8.03B)2026.01 | 32.1 | 27.2 | 28.5 | — | |
| REPLUGLLM Backbone=Llama-3-70B-Instruct (70.6B)2026.01 | 32.1 | 27.6 | 27.7 | — | |
| IC-RALMLLM Backbone=Llama-3-70B-Instruct (70.6B)2026.01 | 32 | 27.4 | 28.8 | — | |
| ICR (Llama-3-8B-Instruct)LLM Backbone=Llama-3-8B-Instruct (8.03B)2026.01 | 31.8 | 26.8 | 28.1 | — | |
| RankGPT (GPT-5-nano)LLM Backbone=Llama-3-8B-Instruct (8.03B)2026.01 | 31.5 | 26.5 | 27.8 | — | |
| BM25LLM Backbone=Llama-3-8B-Instruct (8.03B)2026.01 | 31.4 | 26.6 | 27.6 | — | |
| RankGPT (Llama-3-8B-Instruct)LLM Backbone=Llama-3-8B-Instruct (8.03B)2026.01 | 31 | 26.3 | 27.3 | — | |
| REPLUGLLM Backbone=Llama-3-8B-Instruct (8.03B)2026.01 | 30.4 | 26.1 | 25.8 | — | |
| IC-RALMLLM Backbone=Llama-3-8B-Instruct (8.03B)2026.01 | 29.2 | 24.6 | 25.6 | — |