Needle-in-a-Haystack retrieval on NIAH-Single-2 256K context
95.2AccuracyHALO
Evaluation Results
| Method | Links | |
|---|---|---|
| HALOBackbone=1.7B, LS. Tokens=234M2026.06 | 95.2 | |
| FlashMorphBackbone=1.7B, LS. Tokens=20M2026.06 | 88.2 | |
| FlashMorphBackbone=8B, LS. Tokens=20M2026.06 | 82.6 | |
| Qwen3+YaRNBackbone=8B, LS. Tokens=-2026.06 | 74.8 | |
| PostNAS*Backbone=1.7B, LS. Tokens=50B2026.06 | 73.8 | |
| Qwen3+YaRNBackbone=30B-A3B, LS. Tokens=-2026.06 | 73 | |
| HALOBackbone=8B, LS. Tokens=234M2026.06 | 68.4 | |
| KL-LSBackbone=1.7B, LS. Tokens=20B2026.06 | 34.6 | |
| HALOBackbone=30B-A3B, LS. Tokens=234M2026.06 | 27.6 | |
| KL-LSBackbone=0.6B, LS. Tokens=20B2026.06 | 24 | |
| HALOBackbone=0.6B, LS. Tokens=234M2026.06 | 21 | |
| UniformBackbone=1.7B, LS. Tokens=N/A2026.06 | 19.2 | |
| UniformBackbone=30B-A3B, LS. Tokens=N/A2026.06 | 19 | |
| UniformBackbone=8B, LS. Tokens=N/A2026.06 | 17.8 | |
| UniformBackbone=0.6B, LS. Tokens=N/A2026.06 | 12.8 | |
| FlashMorphBackbone=0.6B, LS. Tokens=20M2026.06 | 11 | |
| Qwen3+YaRNBackbone=1.7B, LS. Tokens=-2026.06 | 10.2 | |
| FlashMorphBackbone=30B-A3B, LS. Tokens=20M2026.06 | 9.6 | |
| Qwen3Backbone=0.6B, LS. Tokens=-2026.06 | 0 | |
| Qwen3+YaRNBackbone=0.6B, LS. Tokens=-2026.06 | 0 | |
| Qwen3Backbone=1.7B, LS. Tokens=-2026.06 | 0 | |
| Qwen3Backbone=8B, LS. Tokens=-2026.06 | 0 | |
| Qwen3Backbone=30B-A3B, LS. Tokens=-2026.06 | 0 |