# Fill-in-the-Middle Code Completion on HE-Inf multi-line Source: [Fill-in-the-Middle Code Completion on HE-Inf multi-line]() Collection index: [llms.txt]() Data updated: 2026-06-04T08:08:33.328Z Evaluation of model performance on the HE-Inf multi-line dataset for Fill-in-the-Middle Code Completion tasks, measured using Exact Match (EM) and Edit Similarity (ES). 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 multi-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: SCALAR. ## Recorded results | Method | Exact Match (EM) | Result date | Report paper | | --- | --- | --- | --- | | base | 27.1 | Not recorded | 6a21065bc10484bac23efe7f | | base | 27.1 | Not recorded | 6a21065bc10484bac23efe7f | | ORPO | 23.7 | Not recorded | 6a21065bc10484bac23efe7f | | ORPO | 23.7 | Not recorded | 6a21065bc10484bac23efe7f | | SFT | 22.9 | Not recorded | 6a21065bc10484bac23efe7f | | SFT | 22.9 | Not recorded | 6a21065bc10484bac23efe7f | | DPO | 21.2 | Not recorded | 6a21065bc10484bac23efe7f | | DPO | 19.5 | Not recorded | 6a21065bc10484bac23efe7f | | base | 19.5 | Not recorded | 6a21065bc10484bac23efe7f | | base | 16.1 | Not recorded | 6a21065bc10484bac23efe7f | | SFT | 11 | Not recorded | 6a21065bc10484bac23efe7f | | SFT | 11 | Not recorded | 6a21065bc10484bac23efe7f | | ORPO | 9.3 | Not recorded | 6a21065bc10484bac23efe7f | | ORPO | 9.3 | Not recorded | 6a21065bc10484bac23efe7f | | DPO | 5.1 | Not recorded | 6a21065bc10484bac23efe7f | | DPO | 3.4 | Not recorded | 6a21065bc10484bac23efe7f | ### base Exact Match (EM): 27.1. Result ID: 6a2131a7fbc373592c1c9945. [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): 27.1. Result ID: 6a2131a7fbc373592c1c9946. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Size":"3B","Truncation Strategy":"+trunc"}. This record does not assert independent reproduction. ### ORPO Exact Match (EM): 23.7. Result ID: 6a2131a7fbc373592c1c9953. [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): 23.7. Result ID: 6a2131a7fbc373592c1c9954. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Size":"7B","Truncation Strategy":"+trunc"}. This record does not assert independent reproduction. ### SFT Exact Match (EM): 22.9. Result ID: 6a2131a7fbc373592c1c994f. [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): 22.9. Result ID: 6a2131a7fbc373592c1c9950. [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): 21.2. Result ID: 6a2131a7fbc373592c1c994a. [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): 19.5. Result ID: 6a2131a7fbc373592c1c9949. [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): 19.5. Result ID: 6a2131a7fbc373592c1c994e. [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): 16.1. Result ID: 6a2131a7fbc373592c1c994d. [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): 11. Result ID: 6a2131a7fbc373592c1c9947. [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): 11. Result ID: 6a2131a7fbc373592c1c9948. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Size":"3B","Truncation Strategy":"+trunc"}. This record does not assert independent reproduction. ### ORPO Exact Match (EM): 9.3. Result ID: 6a2131a7fbc373592c1c994b. [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): 9.3. Result ID: 6a2131a7fbc373592c1c994c. [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): 5.1. Result ID: 6a2131a7fbc373592c1c9952. [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): 3.4. Result ID: 6a2131a7fbc373592c1c9951. [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.