Question Answering on LoCoMo
56.1BLEU-1SEEM
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| SEEMFramework Category=Memory-based Frameworks, Backbone=Qwen3-Next-80B-A3B-Instruct2026.01 | 56.1 | 61.1 | 78 | |
| HippoRAG 2Framework Category=Memory-based Frameworks, Backbone=Qwen3-Next-80B-A3B-Instruct2026.01 | 53.8 | 58.3 | 76.2 | |
| NV-Embed-v2Framework Category=Dense Retrieval, Backbone=Qwen3-Next-80B-A3B-Instruct2026.01 | 53 | 57.9 | 74.7 | |
| A-MEMFramework Category=Memory-based Frameworks, Backbone=Qwen3-Next-80B-A3B-Instruct2026.01 | 45.7 | 44.6 | 61.9 | |
| KaLM-Embedding-V2.5Framework Category=Dense Retrieval, Backbone=Qwen3-Next-80B-A3B-Instruct2026.01 | 44.4 | 47.9 | 64.6 | |
| Mem0Framework Category=Memory-based Frameworks, Backbone=Qwen3-Next-80B-A3B-Instruct2026.01 | 34.2 | 43.3 | 54.1 |