Needle-in-a-Haystack retrieval on NIAH-Single-3 32K context
100AccuracyQwen3
Evaluation results
| Method | Links | |
|---|---|---|
| Qwen3Backbone=8B, LS. Tokens=-2026.06 | 100 | |
| Qwen3Backbone=30B-A3B, LS. Tokens=-2026.06 | 100 | |
| Qwen3Backbone=0.6B, LS. Tokens=-2026.06 | 99.8 | |
| Qwen3Backbone=1.7B, LS. Tokens=-2026.06 | 99.8 | |
| Qwen3+YaRNBackbone=8B, LS. Tokens=-2026.06 | 99.6 | |
| FlashMorphBackbone=8B, LS. Tokens=20M2026.06 | 99.4 | |
| FlashMorphBackbone=1.7B, LS. Tokens=20M2026.06 | 96.6 | |
| HALOBackbone=8B, LS. Tokens=234M2026.06 | 89.8 | |
| HALOBackbone=1.7B, LS. Tokens=234M2026.06 | 86.4 | |
| FlashMorphBackbone=0.6B, LS. Tokens=20M2026.06 | 81.2 | |
| HALOBackbone=0.6B, LS. Tokens=234M2026.06 | 68.6 | |
| UniformBackbone=1.7B, LS. Tokens=N/A2026.06 | 58.6 | |
| UniformBackbone=8B, LS. Tokens=N/A2026.06 | 58.2 | |
| UniformBackbone=0.6B, LS. Tokens=N/A2026.06 | 57.6 | |
| PostNAS*Backbone=1.7B, LS. Tokens=50B2026.06 | 56.4 | |
| UniformBackbone=30B-A3B, LS. Tokens=N/A2026.06 | 55.2 | |
| HALOBackbone=30B-A3B, LS. Tokens=234M2026.06 | 47 | |
| Qwen3+YaRNBackbone=30B-A3B, LS. Tokens=-2026.06 | 37.4 | |
| FlashMorphBackbone=30B-A3B, LS. Tokens=20M2026.06 | 32.6 | |
| KL-LSBackbone=0.6B, LS. Tokens=20B2026.06 | 32.2 | |
| KL-LSBackbone=1.7B, LS. Tokens=20B2026.06 | 22.8 | |
| Qwen3+YaRNBackbone=1.7B, LS. Tokens=-2026.06 | 7.8 | |
| Qwen3+YaRNBackbone=0.6B, LS. Tokens=-2026.06 | 0.8 |