Agentic Coding on SWE-bench 50 tasks sampled
12Resolved CountDense
Evaluation results
| Method | Links | ||
|---|---|---|---|
| DenseScope=Prefill-only, Protocol=Full context every turn, KV density=100%2026.06 | 12 | 24 | |
| DenseScope=Prefill-only, Protocol=True eviction, KV density=100%2026.06 | 12 | 24 | |
| DenseScope=Prefill + Decode, Protocol=Full context every turn, KV density=100%2026.06 | 12 | 24 | |
| DenseScope=Prefill + Decode, Protocol=True eviction, KV density=100%2026.06 | 12 | 24 | |
| Nexus SamplingScope=Prefill-only, Protocol=Full context every turn, KV density=20%2026.06 | 9 | 18 | |
| MorphKVScope=Prefill + Decode, Protocol=True eviction, KV density=20%2026.06 | 9 | 18 | |
| SnapKVScope=Prefill-only, Protocol=Full context every turn, KV density=20%2026.06 | 8 | 16 | |
| SnapKVScope=Prefill-only, Protocol=True eviction, KV density=20%2026.06 | 8 | 16 | |
| AdaSnapKVScope=Prefill-only, Protocol=True eviction, KV density=20%2026.06 | 8 | 16 | |
| Nexus SamplingScope=Prefill-only, Protocol=True eviction, KV density=20%2026.06 | 8 | 16 | |
| Nexus SamplingScope=Prefill + Decode, Protocol=True eviction, KV density=20%2026.06 | 8 | 16 | |
| PyramidKVScope=Prefill-only, Protocol=Full context every turn, KV density=20%2026.06 | 7 | 14 | |
| Nexus SamplingScope=Prefill + Decode, Protocol=Full context every turn, KV density=20%2026.06 | 7 | 14 | |
| AdaSnapKVScope=Prefill-only, Protocol=Full context every turn, KV density=20%2026.06 | 6 | 12 | |
| AdaPyramidKVScope=Prefill-only, Protocol=Full context every turn, KV density=20%2026.06 | 6 | 12 | |
| MorphKVScope=Prefill + Decode, Protocol=Full context every turn, KV density=20%2026.06 | 6 | 12 | |
| H2OScope=Prefill + Decode, Protocol=True eviction, KV density=20%2026.06 | 4 | 8 | |
| PyramidKVScope=Prefill-only, Protocol=True eviction, KV density=20%2026.06 | 1 | 2 | |
| AdaPyramidKVScope=Prefill-only, Protocol=True eviction, KV density=20%2026.06 | 1 | 2 | |
| H2OScope=Prefill + Decode, Protocol=Full context every turn, KV density=20%2026.06 | 1 | 2 |