Code Generation on HumanEval 2048 sequence length (test)
49.39ScoreAnchor-based History-stable Decoding (AHD)
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| Anchor-based History-stable Decoding (AHD)Sequence Length=2048, Backbone=LLaDA-8B-Instruct2026.04 | 49.39 | 11.92 | 171.84 | |
| SaberSequence Length=2048, Backbone=LLaDA-8B-Instruct2026.04 | 48.17 | 9.34 | 219.25 | |
| LLaDASequence Length=2048, Backbone=LLaDA-8B-Instruct2026.04 | 44.51 | 1 | 2,048 | |
| Fast-dLLMSequence Length=2048, Backbone=LLaDA-8B-Instruct2026.04 | 44.51 | 10.5 | 195.13 | |
| KLASSSequence Length=2048, Backbone=LLaDA-8B-Instruct2026.04 | 44.51 | 6.39 | 320.63 | |
| PC-samplerSequence Length=2048, Backbone=LLaDA-8B-Instruct2026.04 | 41.46 | 1 | 2,048 |