Needle-in-a-Haystack retrieval on NIAH-Single-1 128K context
100AccuracyHALO
Evaluation results
| Method | Links | |
|---|---|---|
| HALOBackbone=1.7B, LS. Tokens=234M2026.06 | 100 | |
| FlashMorphBackbone=1.7B, LS. Tokens=20M2026.06 | 100 | |
| Qwen3+YaRNBackbone=8B, LS. Tokens=-2026.06 | 100 | |
| PostNAS*Backbone=1.7B, LS. Tokens=50B2026.06 | 99.8 | |
| HALOBackbone=0.6B, LS. Tokens=234M2026.06 | 99.6 | |
| UniformBackbone=1.7B, LS. Tokens=N/A2026.06 | 99.6 | |
| FlashMorphBackbone=8B, LS. Tokens=20M2026.06 | 99.6 | |
| HALOBackbone=30B-A3B, LS. Tokens=234M2026.06 | 99.4 | |
| HALOBackbone=8B, LS. Tokens=234M2026.06 | 99.2 | |
| FlashMorphBackbone=0.6B, LS. Tokens=20M2026.06 | 99 | |
| UniformBackbone=30B-A3B, LS. Tokens=N/A2026.06 | 99 | |
| KL-LSBackbone=1.7B, LS. Tokens=20B2026.06 | 98 | |
| UniformBackbone=0.6B, LS. Tokens=N/A2026.06 | 97.8 | |
| KL-LSBackbone=0.6B, LS. Tokens=20B2026.06 | 96.4 | |
| FlashMorphBackbone=30B-A3B, LS. Tokens=20M2026.06 | 94 | |
| UniformBackbone=8B, LS. Tokens=N/A2026.06 | 93.2 | |
| Qwen3Backbone=8B, LS. Tokens=-2026.06 | 52.8 | |
| Qwen3+YaRNBackbone=0.6B, LS. Tokens=-2026.06 | 20.2 | |
| Qwen3+YaRNBackbone=1.7B, LS. Tokens=-2026.06 | 3.8 | |
| Qwen3+YaRNBackbone=30B-A3B, LS. Tokens=-2026.06 | 2 | |
| Qwen3Backbone=30B-A3B, LS. Tokens=-2026.06 | 1 | |
| Qwen3Backbone=0.6B, LS. Tokens=-2026.06 | 0 | |
| Qwen3Backbone=1.7B, LS. Tokens=-2026.06 | 0 |