# Fill-in-the-Middle Code Completion on HE-Inf single-line Source: [Fill-in-the-Middle Code Completion on HE-Inf single-line]() Collection index: [llms.txt]() Data updated: 2026-06-04T08:08:33.304Z Evaluation of model performance on the HE-Inf single-line dataset for Fill-in-the-Middle Code Completion, measured using Exact Match (EM) and Edit Similarity (ES) 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 | Fill-in-the-Middle Code Completion | | Dataset (including any stated split) | HE-Inf single-line | | Metric | Exact Match (EM) | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 16 of 16 | | 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 - [Exact Match (EM)](): Higher is better; unit: PERCENT. - [Edit Similarity (ES)](): Higher is better; unit: PERCENT. ## Recorded results | Method | Exact Match (EM) | Result date | Report paper | | --- | --- | --- | --- | | SFT | 57.3 | Not recorded | 6a21065bc10484bac23efe7f | | SFT | 57.3 | Not recorded | 6a21065bc10484bac23efe7f | | ORPO | 56.7 | Not recorded | 6a21065bc10484bac23efe7f | | ORPO | 56.7 | Not recorded | 6a21065bc10484bac23efe7f | | ORPO | 54.9 | Not recorded | 6a21065bc10484bac23efe7f | | ORPO | 54.9 | Not recorded | 6a21065bc10484bac23efe7f | | base | 52.4 | Not recorded | 6a21065bc10484bac23efe7f | | base | 52.4 | Not recorded | 6a21065bc10484bac23efe7f | | DPO | 52.4 | Not recorded | 6a21065bc10484bac23efe7f | | SFT | 51.8 | Not recorded | 6a21065bc10484bac23efe7f | | SFT | 51.8 | Not recorded | 6a21065bc10484bac23efe7f | | DPO | 48.8 | Not recorded | 6a21065bc10484bac23efe7f | | base | 43.3 | Not recorded | 6a21065bc10484bac23efe7f | | base | 40.2 | Not recorded | 6a21065bc10484bac23efe7f | | DPO | 12.8 | Not recorded | 6a21065bc10484bac23efe7f | | DPO | 8.5 | Not recorded | 6a21065bc10484bac23efe7f | ### SFT Exact Match (EM): 57.3. Result ID: 6a2131a7fbc373592c1c993f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Size":"7B","Truncation Strategy":"untruncated"}. This record does not assert independent reproduction. ### SFT Exact Match (EM): 57.3. Result ID: 6a2131a7fbc373592c1c9940. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Size":"7B","Truncation Strategy":"+trunc"}. This record does not assert independent reproduction. ### ORPO Exact Match (EM): 56.7. Result ID: 6a2131a7fbc373592c1c9943. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Size":"7B","Truncation Strategy":"untruncated"}. This record does not assert independent reproduction. ### ORPO Exact Match (EM): 56.7. Result ID: 6a2131a7fbc373592c1c9944. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Size":"7B","Truncation Strategy":"+trunc"}. This record does not assert independent reproduction. ### ORPO Exact Match (EM): 54.9. Result ID: 6a2131a7fbc373592c1c993b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Size":"3B","Truncation Strategy":"untruncated"}. This record does not assert independent reproduction. ### ORPO Exact Match (EM): 54.9. Result ID: 6a2131a7fbc373592c1c993c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Size":"3B","Truncation Strategy":"+trunc"}. This record does not assert independent reproduction. ### base Exact Match (EM): 52.4. Result ID: 6a2131a7fbc373592c1c9935. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Size":"3B","Truncation Strategy":"untruncated"}. This record does not assert independent reproduction. ### base Exact Match (EM): 52.4. Result ID: 6a2131a7fbc373592c1c9936. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Size":"3B","Truncation Strategy":"+trunc"}. This record does not assert independent reproduction. ### DPO Exact Match (EM): 52.4. Result ID: 6a2131a7fbc373592c1c9939. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Size":"3B","Truncation Strategy":"untruncated"}. This record does not assert independent reproduction. ### SFT Exact Match (EM): 51.8. Result ID: 6a2131a7fbc373592c1c9937. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Size":"3B","Truncation Strategy":"untruncated"}. This record does not assert independent reproduction. ### SFT Exact Match (EM): 51.8. Result ID: 6a2131a7fbc373592c1c9938. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Size":"3B","Truncation Strategy":"+trunc"}. This record does not assert independent reproduction. ### DPO Exact Match (EM): 48.8. Result ID: 6a2131a7fbc373592c1c993a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Size":"3B","Truncation Strategy":"+trunc"}. This record does not assert independent reproduction. ### base Exact Match (EM): 43.3. Result ID: 6a2131a7fbc373592c1c993e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Size":"7B","Truncation Strategy":"+trunc"}. This record does not assert independent reproduction. ### base Exact Match (EM): 40.2. Result ID: 6a2131a7fbc373592c1c993d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Size":"7B","Truncation Strategy":"untruncated"}. This record does not assert independent reproduction. ### DPO Exact Match (EM): 12.8. Result ID: 6a2131a7fbc373592c1c9942. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Size":"7B","Truncation Strategy":"+trunc"}. This record does not assert independent reproduction. ### DPO Exact Match (EM): 8.5. Result ID: 6a2131a7fbc373592c1c9941. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Size":"7B","Truncation Strategy":"untruncated"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.