# Knowledge Unlearning on The Pile 32 sample (val) Source: [Knowledge Unlearning on The Pile 32 sample (val)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:41:30.665Z Evaluation of Knowledge Unlearning performance on the 32-sample validation split of The Pile dataset, typically measured using EL10 and MA metrics. A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage. | Scope | Recorded value | | --- | --- | | Task | Knowledge Unlearning | | Dataset (including any stated split) | The Pile 32 sample (val) | | Metric | EL10 (%) | | Unit | PERCENT | | Direction | Lower is better | | Results loaded | 15 of 15 | | Coverage | All results currently returned for this benchmark | Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol. ## Metrics - [EL10 (%)](): Lower is better; unit: PERCENT. - [MA (%)](): Higher is better; unit: PERCENT. ## Recorded results | Method | EL10 (%) | Result date | Report paper | | --- | --- | --- | --- | | NEO + DPD+ | 0 | Not recorded | 68fa6e421e209131cea3ec45 | | NEO + DPD+ | 0 | Not recorded | 68fa6e421e209131cea3ec45 | | NEO + DPD+ | 0 | Not recorded | 68fa6e421e209131cea3ec45 | | NEO + UL+ | 1 | Not recorded | 68fa6e421e209131cea3ec45 | | NEO + UL+ | 1.6 | Not recorded | 68fa6e421e209131cea3ec45 | | NEO + UL+ | 1.9 | Not recorded | 68fa6e421e209131cea3ec45 | | NEO + UL | 3.7 | Not recorded | 68fa6e421e209131cea3ec45 | | OPT | 8.6 | Not recorded | 68fa6e421e209131cea3ec45 | | NEO + UL | 11 | Not recorded | 68fa6e421e209131cea3ec45 | | NEO + UL | 13 | Not recorded | 68fa6e421e209131cea3ec45 | | OPT | 23.3 | Not recorded | 68fa6e421e209131cea3ec45 | | OPT | 25.6 | Not recorded | 68fa6e421e209131cea3ec45 | | NEO | 30.9 | Not recorded | 68fa6e421e209131cea3ec45 | | NEO | 67.6 | Not recorded | 68fa6e421e209131cea3ec45 | | NEO | 70.4 | Not recorded | 68fa6e421e209131cea3ec45 | ### NEO + DPD+ EL10 (%): 0. Result ID: 699020e03a6c314849fe4e25. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Params":"125M","Epoch":null}. This record does not assert independent reproduction. ### NEO + DPD+ EL10 (%): 0. Result ID: 699020e03a6c314849fe4e2a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Params":"1.3B","Epoch":null}. This record does not assert independent reproduction. ### NEO + DPD+ EL10 (%): 0. Result ID: 699020e03a6c314849fe4e2f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Params":"2.7B","Epoch":null}. This record does not assert independent reproduction. ### NEO + UL+ EL10 (%): 1. Result ID: 699020e03a6c314849fe4e27. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Params":"125M","Epoch":17.2}. This record does not assert independent reproduction. ### NEO + UL+ EL10 (%): 1.6. Result ID: 699020e03a6c314849fe4e31. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Params":"2.7B","Epoch":10.8}. This record does not assert independent reproduction. ### NEO + UL+ EL10 (%): 1.9. Result ID: 699020e03a6c314849fe4e2c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Params":"1.3B","Epoch":13.8}. This record does not assert independent reproduction. ### NEO + UL EL10 (%): 3.7. Result ID: 699020e03a6c314849fe4e26. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Params":"125M","Epoch":11}. This record does not assert independent reproduction. ### OPT EL10 (%): 8.6. Result ID: 699020e03a6c314849fe4e23. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Params":"125M","Epoch":null}. This record does not assert independent reproduction. ### NEO + UL EL10 (%): 11. Result ID: 699020e03a6c314849fe4e2b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Params":"1.3B","Epoch":8}. This record does not assert independent reproduction. ### NEO + UL EL10 (%): 13. Result ID: 699020e03a6c314849fe4e30. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Params":"2.7B","Epoch":5.4}. This record does not assert independent reproduction. ### OPT EL10 (%): 23.3. Result ID: 699020e03a6c314849fe4e28. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Params":"1.3B","Epoch":null}. This record does not assert independent reproduction. ### OPT EL10 (%): 25.6. Result ID: 699020e03a6c314849fe4e2d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Params":"2.7B","Epoch":null}. This record does not assert independent reproduction. ### NEO EL10 (%): 30.9. Result ID: 699020e03a6c314849fe4e24. [Reporting paper]() Recorded evaluation configuration: {"Params":"125M","Epoch":null}. This record does not assert independent reproduction. ### NEO EL10 (%): 67.6. Result ID: 699020e03a6c314849fe4e29. [Reporting paper]() Recorded evaluation configuration: {"Params":"1.3B","Epoch":null}. This record does not assert independent reproduction. ### NEO EL10 (%): 70.4. Result ID: 699020e03a6c314849fe4e2e. [Reporting paper]() Recorded evaluation configuration: {"Params":"2.7B","Epoch":null}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.