Relevance Ranking on LongMemEvalS
0.752Macro-AUCContent salience
Evaluation results
| Method | Links | |
|---|---|---|
| Content salienceNC (neural forward passes/unit)=02026.06 | 0.752 | |
| LRE-supervisedNC (neural forward passes/unit)=02026.06 | 0.708 | |
| LRE-self-supNC (neural forward passes/unit)=02026.06 | 0.698 | |
| LRE-contentNC (neural forward passes/unit)=02026.06 | 0.686 | |
| Dense salience (BGE, frozen)NC (neural forward passes/unit)=12026.06 | 0.643 | |
| Recency / FIFONC (neural forward passes/unit)=02026.06 | 0.527 | |
| MemoryBank (decay)NC (neural forward passes/unit)=02026.06 | 0.527 | |
| LLMLingua-2NC (neural forward passes/unit)=12026.06 | 0.402 |