Interactive Task Solving on ALFWorld Small context window
95.8Pick Success RateSlide Window
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| Slide WindowBackbone=Claude Sonnet 4.5, Memory Type=Internal Static Memory, Context Input Token Limit=1950 tokens2026.06 | 95.8 | 0 | 0 | 0 | 66.7 | 23.5 | 29.1 | |
| FoldBackbone=Claude Sonnet 4.5, Memory Type=Internal Dynamic Memory, Context Input Token Limit=1950 tokens2026.06 | 87.5 | 0 | 0 | 0 | 16.7 | 0 | 17.9 | |
| HORMABackbone=Claude Sonnet 4.5, Memory Type=External Dynamic Memory, Context Input Token Limit=1950 tokens2026.06 | 87.5 | 74.2 | 21.7 | 4.8 | 72.2 | 70.6 | 56.7 | |
| HIAGENTBackbone=Claude Sonnet 4.5, Memory Type=Internal Dynamic Memory, Context Input Token Limit=1950 tokens2026.06 | 83.3 | 6.5 | 4.3 | 4.8 | 33.3 | 35.3 | 27 | |
| ReSumBackbone=Claude Sonnet 4.5, Memory Type=Internal Dynamic Memory, Context Input Token Limit=1950 tokens2026.06 | 83.3 | 0 | 0 | 0 | 27.8 | 0 | 18.7 | |
| EmbeddingBackbone=Claude Sonnet 4.5, Memory Type=Internal Static Memory, Context Input Token Limit=1950 tokens2026.06 | 75 | 0 | 0 | 0 | 5.6 | 0 | 14.2 | |
| AconBackbone=Claude Sonnet 4.5, Memory Type=Internal Dynamic Memory, Context Input Token Limit=1950 tokens2026.06 | 70.8 | 0 | 0 | 0 | 16.7 | 0 | 15 | |
| TruncationBackbone=Claude Sonnet 4.5, Memory Type=Internal Static Memory, Context Input Token Limit=1950 tokens2026.06 | 50 | 3.2 | 13 | 23.8 | 0 | 17.6 | 17.9 |