Entity Recognition on In-house ER
17.52Average ScoreConcat-MLP
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| Concat-MLPCompression Ratio (R)=8, Compression Method=Adapter-level2026.07 | 17.52 | — | 20.94 | 14.11 | |
| HS CompressionCompression Ratio (R)=8, Compression Method=In-LLM, l0=52026.07 | 16.98 | — | 19.46 | 14.49 | |
| Window Q-FormerCompression Ratio (R)=8, Compression Method=Adapter-level2026.07 | 16.41 | — | 18.8 | 14.01 | |
| Concat-MLPCompression Ratio (R)=4, Compression Method=Adapter-level2026.07 | 15.84 | — | 17.76 | 13.91 | |
| HS CompressionCompression Ratio (R)=4, Compression Method=In-LLM, l0=52026.07 | 15.22 | — | 17.54 | 12.91 | |
| SpeechKVCompression Ratio (R)=8, Compression Method=In-LLM, l0=52026.07 | 14.91 | — | 17 | 12.82 | |
| Window Q-FormerCompression Ratio (R)=4, Compression Method=Adapter-level2026.07 | 14.7 | — | 17.32 | 12.07 | |
| MLP (Baseline)2026.07 | 14.41 | — | 16.67 | 12.14 | |
| SpeechKVCompression Ratio (R)=4, Compression Method=In-LLM, l0=52026.07 | 13.46 | — | 15.3 | 11.62 | |
| Phi4-mm2026.07 | 11.36 | — | 13.27 | 9.45 | |
| Whisper-L-v32026.07 | 8.41 | — | 9.43 | 7.38 |