# Code Summarization on Python GitHub dataset (test) Source: [Code Summarization on Python GitHub dataset (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:37:11.588Z Evaluation of Code Summarization performance on the test split of the Python GitHub dataset, typically measured using standard generation metrics like BLEU, ROUGE, and METEOR. 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 | Code Summarization | | Dataset (including any stated split) | Python GitHub dataset (test) | | Metric | BLEU-1 | | Unit | SCALAR | | Direction | Higher is better | | Results loaded | 9 of 9 | | 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 - [BLEU-1](): Higher is better; unit: SCALAR. - [BLEU-2](): Higher is better; unit: SCALAR. - [BLEU-3](): Higher is better; unit: SCALAR. - [BLEU-4](): Higher is better; unit: SCALAR. - [METEOR](): Higher is better; unit: SCALAR. - [ROUGE-L](): Higher is better; unit: SCALAR. - [CIDER](): Higher is better; unit: SCALAR. ## Recorded results | Method | BLEU-1 | Result date | Report paper | | --- | --- | --- | --- | | Hybrid2Seq+Attn+DRL | 0.2527 | Not recorded | 68fa65131e209131cea07fff | | Seq2Seq+Attn+DRL | 0.2421 | Not recorded | 68fa65131e209131cea07fff | | Tree2Seq+Attn+DRL | 0.2309 | Not recorded | 68fa65131e209131cea07fff | | Hybrid2Seq+Attn | 0.1965 | Not recorded | 68fa65131e209131cea07fff | | Seq2Seq+Attn | 0.1897 | Not recorded | 68fa65131e209131cea07fff | | Tree2Seq+Attn | 0.1887 | Not recorded | 68fa65131e209131cea07fff | | Hybrid2Seq | 0.1837 | Not recorded | 68fa65131e209131cea07fff | | Seq2Seq | 0.166 | Not recorded | 68fa65131e209131cea07fff | | Tree2Seq | 0.1649 | Not recorded | 68fa65131e209131cea07fff | ### Hybrid2Seq+Attn+DRL BLEU-1: 0.2527. Result ID: 698c99b50b614d12cff1de52. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Encoder Architecture":"Hybrid (LSTM + AST-based LSTM)","Attention":"True","DRL":"True (Actor-Critic)"}. This record does not assert independent reproduction. ### Seq2Seq+Attn+DRL BLEU-1: 0.2421. Result ID: 698c99b50b614d12cff1de53. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Encoder Architecture":"Sequence-to-Sequence","Attention":"True","DRL":"True (Actor-Critic)"}. This record does not assert independent reproduction. ### Tree2Seq+Attn+DRL BLEU-1: 0.2309. Result ID: 698c99b50b614d12cff1de54. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Encoder Architecture":"Tree-to-Sequence","Attention":"True","DRL":"True (Actor-Critic)"}. This record does not assert independent reproduction. ### Hybrid2Seq+Attn BLEU-1: 0.1965. Result ID: 698c99b50b614d12cff1de56. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Encoder Architecture":"Hybrid (LSTM + AST-based LSTM)","Attention":"True","DRL":"False"}. This record does not assert independent reproduction. ### Seq2Seq+Attn BLEU-1: 0.1897. Result ID: 698c99b50b614d12cff1de4f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Encoder Architecture":"Sequence-to-Sequence","Attention":"True","DRL":"False"}. This record does not assert independent reproduction. ### Tree2Seq+Attn BLEU-1: 0.1887. Result ID: 698c99b50b614d12cff1de51. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Encoder Architecture":"Tree-to-Sequence","Attention":"True","DRL":"False"}. This record does not assert independent reproduction. ### Hybrid2Seq BLEU-1: 0.1837. Result ID: 698c99b50b614d12cff1de55. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Encoder Architecture":"Hybrid (LSTM + AST-based LSTM)","Attention":"False","DRL":"False"}. This record does not assert independent reproduction. ### Seq2Seq BLEU-1: 0.166. Result ID: 698c99b50b614d12cff1de4e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Encoder Architecture":"Sequence-to-Sequence","Attention":"False","DRL":"False"}. This record does not assert independent reproduction. ### Tree2Seq BLEU-1: 0.1649. Result ID: 698c99b50b614d12cff1de50. [Reporting paper]() Recorded evaluation configuration: {"Encoder Architecture":"Tree-to-Sequence","Attention":"False","DRL":"False"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.