Open-ended text generation on WikiText-2
0.811COH ScoreDEL
Evaluation results
| Method | Links | |
|---|---|---|
| DELASR=0.2, Backbone LLM=Qwen2.5-72B, Local Model=None2026.02 | 0.811 | |
| DELBackbone=Qwen2.5-7B, ASR=0.202026.02 | 0.8 | |
| DELBackbone=Qwen2.5-7B, ASR=0.152026.02 | 0.79 | |
| DELBackbone=Llama3-8B, ASR=0.202026.02 | 0.783 | |
| DELBackbone=Qwen2.5-7B, ASR=0.102026.02 | 0.781 | |
| DELASR=0.15, Backbone LLM=Qwen2.5-72B, Local Model=None2026.02 | 0.779 | |
| DEL + Local ModelBackbone=Qwen2.5-7B, ASR=0.20, Local Model=Llama2-4bit2026.02 | 0.778 | |
| DELBackbone=Llama3-8B, ASR=0.152026.02 | 0.77 | |
| DEL + Local ModelBackbone=Qwen2.5-7B, ASR=0.15, Local Model=Llama2-4bit2026.02 | 0.77 | |
| DELASR=0.1, Backbone LLM=Qwen2.5-72B, Local Model=None2026.02 | 0.769 | |
| DEL + Local ModelBackbone=Llama3-8B, ASR=0.20, Local Model=Llama2-4bit2026.02 | 0.766 | |
| DEL + Local ModelBackbone=Llama3-8B, ASR=0.15, Local Model=Llama2-4bit2026.02 | 0.765 | |
| DEL + Local ModelBackbone=Qwen2.5-7B, ASR=0.10, Local Model=Llama2-4bit2026.02 | 0.764 | |
| InferDPTBackbone=Qwen2.5-7B, ASR=0.15, Local Model=Llama2-4bit2026.02 | 0.756 | |
| InferDPTBackbone=Qwen2.5-7B, ASR=0.02, Local Model=Llama2-4bit2026.02 | 0.752 | |
| InferDPTBackbone=Qwen2.5-7B, ASR=0.10, Local Model=Llama2-4bit2026.02 | 0.751 | |
| InferDPTBackbone=Llama3-8B, ASR=0.15, Local Model=Llama2-4bit2026.02 | 0.748 | |
| DEL + Local ModelBackbone=Llama3-8B, ASR=0.10, Local Model=Llama2-4bit2026.02 | 0.747 | |
| InferDPTBackbone=Llama3-8B, ASR=0.02, Local Model=Llama2-4bit2026.02 | 0.742 | |
| DELASR=0.2, Backbone LLM=Pangu-Embedded-7B, Local Model=None2026.02 | 0.742 | |
| InferDPTBackbone=Llama3-8B, ASR=0.10, Local Model=Llama2-4bit2026.02 | 0.741 | |
| InferDPTBackbone=Qwen2.5-7B, ASR=0.20, Local Model=Llama2-4bit2026.02 | 0.739 | |
| DELASR=0.2, Backbone LLM=DeepSeek-MoE-16B, Local Model=None2026.02 | 0.737 | |
| DEL + Local ModelBackbone=Llama3-8B, ASR=0.02, Local Model=Llama2-4bit2026.02 | 0.736 | |
| InferDPTBackbone=Llama3-8B, ASR=0.20, Local Model=Llama2-4bit2026.02 | 0.735 | |
| DEL + Local ModelBackbone=Qwen2.5-7B, ASR=0.02, Local Model=Llama2-4bit2026.02 | 0.732 | |
| DELASR=0.15, Backbone LLM=Pangu-Embedded-7B, Local Model=None2026.02 | 0.727 | |
| DELBackbone=Llama3-8B, ASR=0.102026.02 | 0.72 | |
| DELASR=0.15, Backbone LLM=DeepSeek-MoE-16B, Local Model=None2026.02 | 0.714 | |
| DELASR=0.2, Backbone LLM=Qwen2.5-72B, Local Model=OPT-1.3B2026.02 | 0.71 | |
| DELASR=0.1, Backbone LLM=DeepSeek-MoE-16B, Local Model=None2026.02 | 0.705 | |
| DEL + Local ModelBackbone=Qwen2.5-7B, ASR=0.20, Local Model=OPT-1.3B2026.02 | 0.7 | |
| DEL + Local ModelBackbone=Qwen2.5-7B, ASR=0.15, Local Model=OPT-1.3B2026.02 | 0.698 | |
| DEL + Local ModelBackbone=Qwen2.5-7B, ASR=0.10, Local Model=OPT-1.3B2026.02 | 0.697 | |
| DELASR=0.1, Backbone LLM=Pangu-Embedded-7B, Local Model=None2026.02 | 0.697 | |
| DEL + Local ModelBackbone=Llama3-8B, ASR=0.20, Local Model=OPT-1.3B2026.02 | 0.692 | |
| DELBackbone=Qwen2.5-7B, ASR=0.022026.02 | 0.69 | |
| DEL + Local ModelBackbone=Llama3-8B, ASR=0.15, Local Model=OPT-1.3B2026.02 | 0.683 | |
| DELASR=0.1, Backbone LLM=Qwen2.5-72B, Local Model=OPT-1.3B2026.02 | 0.682 | |
| DELASR=0.15, Backbone LLM=Qwen2.5-72B, Local Model=OPT-1.3B2026.02 | 0.682 | |
| DELASR=0.2, Backbone LLM=DeepSeek-MoE-16B, Local Model=OPT-1.3B2026.02 | 0.673 | |
| DELASR=0.15, Backbone LLM=DeepSeek-MoE-16B, Local Model=OPT-1.3B2026.02 | 0.667 | |
| InferDPTASR=0.1, Backbone LLM=DeepSeek-MoE-16B, Local Model=OPT-1.3B2026.02 | 0.666 | |
| InferDPTBackbone=Llama3-8B, ASR=0.02, Local Model=OPT-1.3B2026.02 | 0.665 | |
| InferDPTASR=0.15, Backbone LLM=DeepSeek-MoE-16B, Local Model=OPT-1.3B2026.02 | 0.665 | |
| InferDPTASR=0.02, Backbone LLM=DeepSeek-MoE-16B, Local Model=OPT-1.3B2026.02 | 0.664 | |
| DELASR=0.1, Backbone LLM=DeepSeek-MoE-16B, Local Model=OPT-1.3B2026.02 | 0.663 | |
| DELASR=0.2, Backbone LLM=Pangu-Embedded-7B, Local Model=OPT-1.3B2026.02 | 0.662 | |
| DELASR=0.15, Backbone LLM=Pangu-Embedded-7B, Local Model=OPT-1.3B2026.02 | 0.659 | |
| InferDPTBackbone=Llama3-8B, ASR=0.20, Local Model=OPT-1.3B2026.02 | 0.658 | |
| InferDPTASR=0.2, Backbone LLM=Qwen2.5-72B, Local Model=OPT-1.3B2026.02 | 0.656 | |
| InferDPTASR=0.2, Backbone LLM=DeepSeek-MoE-16B, Local Model=OPT-1.3B2026.02 | 0.654 | |
| InferDPTASR=0.15, Backbone LLM=Qwen2.5-72B, Local Model=OPT-1.3B2026.02 | 0.654 | |
| DEL + Local ModelBackbone=Llama3-8B, ASR=0.10, Local Model=OPT-1.3B2026.02 | 0.653 | |
| InferDPTASR=0.1, Backbone LLM=Qwen2.5-72B, Local Model=OPT-1.3B2026.02 | 0.651 | |
| InferDPTBackbone=Qwen2.5-7B, ASR=0.02, Local Model=OPT-1.3B2026.02 | 0.649 | |
| InferDPTBackbone=Llama3-8B, ASR=0.15, Local Model=OPT-1.3B2026.02 | 0.648 | |
| InferDPTASR=0.02, Backbone LLM=Qwen2.5-72B, Local Model=OPT-1.3B2026.02 | 0.648 | |
| DELASR=0.1, Backbone LLM=Pangu-Embedded-7B, Local Model=OPT-1.3B2026.02 | 0.646 | |
| InferDPTBackbone=Qwen2.5-7B, ASR=0.20, Local Model=OPT-1.3B2026.02 | 0.642 | |
| DEL + Local ModelBackbone=Qwen2.5-7B, ASR=0.02, Local Model=OPT-1.3B2026.02 | 0.642 | |
| InferDPTBackbone=Qwen2.5-7B, ASR=0.15, Local Model=OPT-1.3B2026.02 | 0.64 | |
| InferDPTBackbone=Llama3-8B, ASR=0.10, Local Model=OPT-1.3B2026.02 | 0.639 | |
| InferDPTBackbone=Qwen2.5-7B, ASR=0.10, Local Model=OPT-1.3B2026.02 | 0.638 | |
| DELASR=0.02, Backbone LLM=DeepSeek-MoE-16B, Local Model=OPT-1.3B2026.02 | 0.632 | |
| DELASR=0.02, Backbone LLM=Pangu-Embedded-7B, Local Model=None2026.02 | 0.615 | |
| DELASR=0.02, Backbone LLM=Pangu-Embedded-7B, Local Model=OPT-1.3B2026.02 | 0.611 | |
| DELASR=0.02, Backbone LLM=Qwen2.5-72B, Local Model=None2026.02 | 0.606 | |
| DELASR=0.02, Backbone LLM=Qwen2.5-72B, Local Model=OPT-1.3B2026.02 | 0.603 | |
| DEL + Local ModelBackbone=Llama3-8B, ASR=0.02, Local Model=OPT-1.3B2026.02 | 0.602 | |
| InferDPTASR=0.02, Backbone LLM=Pangu-Embedded-7B, Local Model=OPT-1.3B2026.02 | 0.593 | |
| DELASR=0.02, Backbone LLM=DeepSeek-MoE-16B, Local Model=None2026.02 | 0.586 | |
| InferDPTASR=0.2, Backbone LLM=Pangu-Embedded-7B, Local Model=OPT-1.3B2026.02 | 0.585 | |
| InferDPTASR=0.15, Backbone LLM=Pangu-Embedded-7B, Local Model=OPT-1.3B2026.02 | 0.582 | |
| InferDPTASR=0.1, Backbone LLM=Pangu-Embedded-7B, Local Model=OPT-1.3B2026.02 | 0.578 | |
| DELBackbone=Llama3-8B, ASR=0.022026.02 | 0.562 | |
| DEL + Local ModelBackbone=Llama3-8B, ASR=0.02, Local Model=DialoGPT2026.02 | 0.527 | |
| DEL + Local ModelBackbone=Qwen2.5-7B, ASR=0.02, Local Model=DialoGPT2026.02 | 0.527 | |
| DEL + Local ModelBackbone=Qwen2.5-7B, ASR=0.15, Local Model=DialoGPT2026.02 | 0.525 | |
| DEL + Local ModelBackbone=Llama3-8B, ASR=0.20, Local Model=DialoGPT2026.02 | 0.523 | |
| DEL + Local ModelBackbone=Qwen2.5-7B, ASR=0.20, Local Model=DialoGPT2026.02 | 0.523 | |
| DEL + Local ModelBackbone=Llama3-8B, ASR=0.10, Local Model=DialoGPT2026.02 | 0.522 | |
| DEL + Local ModelBackbone=Llama3-8B, ASR=0.15, Local Model=DialoGPT2026.02 | 0.522 | |
| DEL + Local ModelBackbone=Qwen2.5-7B, ASR=0.10, Local Model=DialoGPT2026.02 | 0.521 | |
| InferDPTBackbone=Llama3-8B, ASR=0.20, Local Model=DialoGPT2026.02 | 0.519 | |
| InferDPTBackbone=Llama3-8B, ASR=0.15, Local Model=DialoGPT2026.02 | 0.518 | |
| InferDPTBackbone=Llama3-8B, ASR=0.10, Local Model=DialoGPT2026.02 | 0.517 | |
| InferDPTBackbone=Qwen2.5-7B, ASR=0.15, Local Model=DialoGPT2026.02 | 0.516 | |
| InferDPTBackbone=Qwen2.5-7B, ASR=0.20, Local Model=DialoGPT2026.02 | 0.516 | |
| InferDPTBackbone=Llama3-8B, ASR=0.02, Local Model=DialoGPT2026.02 | 0.515 | |
| InferDPTBackbone=Qwen2.5-7B, ASR=0.02, Local Model=DialoGPT2026.02 | 0.515 | |
| InferDPTBackbone=Qwen2.5-7B, ASR=0.10, Local Model=DialoGPT2026.02 | 0.514 | |
| RANTEXTASR=0.2, Backbone LLM=Pangu-Embedded-7B, Local Model=None2026.02 | 0.504 | |
| RANTEXTASR=0.15, Backbone LLM=Pangu-Embedded-7B, Local Model=None2026.02 | 0.501 | |
| RANTEXTASR=0.1, Backbone LLM=Pangu-Embedded-7B, Local Model=None2026.02 | 0.494 | |
| RANTEXTBackbone=Llama3-8B, ASR=0.152026.02 | 0.493 | |
| RANTEXTBackbone=Qwen2.5-7B, ASR=0.152026.02 | 0.493 | |
| RANTEXTBackbone=Qwen2.5-7B, ASR=0.202026.02 | 0.493 | |
| RANTEXTBackbone=Llama3-8B, ASR=0.102026.02 | 0.492 | |
| RANTEXTBackbone=Llama3-8B, ASR=0.202026.02 | 0.492 |