| --- |
| dataset_info: |
| - config_name: Chinese |
| features: |
| - name: file_id |
| dtype: string |
| - name: content |
| dtype: string |
| - name: repo |
| dtype: string |
| - name: path |
| dtype: string |
| - name: original_comment |
| dtype: string |
| - name: masked_data_Qwen/CodeQwen1.5-7B |
| dtype: string |
| - name: predict_Qwen/CodeQwen1.5-7B |
| dtype: string |
| - name: predicted_comment_Qwen/CodeQwen1.5-7B |
| dtype: string |
| - name: masked_data_bigcode/starcoder2-7b |
| dtype: string |
| - name: predict_bigcode/starcoder2-7b |
| dtype: string |
| - name: predicted_comment_bigcode/starcoder2-7b |
| dtype: string |
| - name: masked_data_ibm-granite/granite-8b-code-base |
| dtype: string |
| - name: predict_ibm-granite/granite-8b-code-base |
| dtype: string |
| - name: predicted_comment_ibm-granite/granite-8b-code-base |
| dtype: string |
| - name: masked_data_meta-llama/CodeLlama-7b-hf |
| dtype: string |
| - name: predict_meta-llama/CodeLlama-7b-hf |
| dtype: string |
| - name: predicted_comment_meta-llama/CodeLlama-7b-hf |
| dtype: string |
| - name: masked_data_google/codegemma-7b |
| dtype: string |
| - name: predict_google/codegemma-7b |
| dtype: string |
| - name: predicted_comment_google/codegemma-7b |
| dtype: string |
| - name: expert_accuracy_Qwen/CodeQwen1.5-7B |
| dtype: string |
| - name: error_codes_Qwen/CodeQwen1.5-7B |
| dtype: string |
| - name: expert_accuracy_bigcode/starcoder2-7b |
| dtype: string |
| - name: error_codes_bigcode/starcoder2-7b |
| dtype: string |
| - name: expert_accuracy_google/codegemma-7b |
| dtype: string |
| - name: error_codes_google/codegemma-7b |
| dtype: string |
| - name: expert_accuracy_ibm-granite/granite-8b-code-base |
| dtype: string |
| - name: error_codes_ibm-granite/granite-8b-code-base |
| dtype: string |
| - name: expert_accuracy_meta-llama/CodeLlama-7b-hf |
| dtype: string |
| - name: error_codes_meta-llama/CodeLlama-7b-hf |
| dtype: string |
| splits: |
| - name: train |
| num_bytes: 21709444 |
| num_examples: 500 |
| download_size: 9007265 |
| dataset_size: 21709444 |
| - config_name: Dutch |
| features: |
| - name: file_id |
| dtype: string |
| - name: content |
| dtype: string |
| - name: repo |
| dtype: string |
| - name: path |
| dtype: string |
| - name: original_comment |
| dtype: string |
| - name: masked_data_Qwen/CodeQwen1.5-7B |
| dtype: string |
| - name: predict_Qwen/CodeQwen1.5-7B |
| dtype: string |
| - name: predicted_comment_Qwen/CodeQwen1.5-7B |
| dtype: string |
| - name: masked_data_bigcode/starcoder2-7b |
| dtype: string |
| - name: expert_accuracy_Qwen/CodeQwen1.5-7B |
| dtype: string |
| - name: error_codes_Qwen/CodeQwen1.5-7B |
| dtype: string |
| - name: predict_bigcode/starcoder2-7b |
| dtype: string |
| - name: predicted_comment_bigcode/starcoder2-7b |
| dtype: string |
| - name: masked_data_ibm-granite/granite-8b-code-base |
| dtype: string |
| - name: expert_accuracy_bigcode/starcoder2-7b |
| dtype: string |
| - name: error_codes_bigcode/starcoder2-7b |
| dtype: string |
| - name: predict_ibm-granite/granite-8b-code-base |
| dtype: string |
| - name: predicted_comment_ibm-granite/granite-8b-code-base |
| dtype: string |
| - name: masked_data_meta-llama/CodeLlama-7b-hf |
| dtype: string |
| - name: expert_accuracy_ibm-granite/granite-8b-code-base |
| dtype: string |
| - name: error_codes_ibm-granite/granite-8b-code-base |
| dtype: string |
| - name: predict_meta-llama/CodeLlama-7b-hf |
| dtype: string |
| - name: predicted_comment_meta-llama/CodeLlama-7b-hf |
| dtype: string |
| - name: masked_data_google/codegemma-7b |
| dtype: string |
| - name: expert_accuracy_meta-llama/CodeLlama-7b-hf |
| dtype: string |
| - name: error_codes_meta-llama/CodeLlama-7b-hf |
| dtype: string |
| - name: predict_google/codegemma-7b |
| dtype: string |
| - name: predicted_comment_google/codegemma-7b |
| dtype: string |
| - name: expert_accuracy_google/codegemma-7b |
| dtype: string |
| - name: error_codes_google/codegemma-7b |
| dtype: string |
| splits: |
| - name: train |
| num_bytes: 24547573 |
| num_examples: 500 |
| download_size: 9149421 |
| dataset_size: 24547573 |
| - config_name: English |
| features: |
| - name: file_id |
| dtype: string |
| - name: content |
| dtype: string |
| - name: repo |
| dtype: string |
| - name: path |
| dtype: string |
| - name: original_comment |
| dtype: string |
| - name: masked_data_Qwen/CodeQwen1.5-7B |
| dtype: string |
| - name: predict_Qwen/CodeQwen1.5-7B |
| dtype: string |
| - name: predicted_comment_Qwen/CodeQwen1.5-7B |
| dtype: string |
| - name: masked_data_bigcode/starcoder2-7b |
| dtype: string |
| - name: predict_bigcode/starcoder2-7b |
| dtype: string |
| - name: predicted_comment_bigcode/starcoder2-7b |
| dtype: string |
| - name: masked_data_ibm-granite/granite-8b-code-base |
| dtype: string |
| - name: predict_ibm-granite/granite-8b-code-base |
| dtype: string |
| - name: predicted_comment_ibm-granite/granite-8b-code-base |
| dtype: string |
| - name: masked_data_meta-llama/CodeLlama-7b-hf |
| dtype: string |
| - name: predict_meta-llama/CodeLlama-7b-hf |
| dtype: string |
| - name: predicted_comment_meta-llama/CodeLlama-7b-hf |
| dtype: string |
| - name: masked_data_google/codegemma-7b |
| dtype: string |
| - name: predict_google/codegemma-7b |
| dtype: string |
| - name: predicted_comment_google/codegemma-7b |
| dtype: string |
| - name: error_codes_Qwen/CodeQwen1.5-7B |
| dtype: string |
| - name: expert_accuracy_Qwen/CodeQwen1.5-7B |
| dtype: string |
| - name: error_codes_bigcode/starcoder2-7b |
| dtype: string |
| - name: expert_accuracy_bigcode/starcoder2-7b |
| dtype: string |
| - name: error_codes_ibm-granite/granite-8b-code-base |
| dtype: string |
| - name: expert_accuracy_ibm-granite/granite-8b-code-base |
| dtype: string |
| - name: error_codes_meta-llama/CodeLlama-7b-hf |
| dtype: string |
| - name: expert_accuracy_meta-llama/CodeLlama-7b-hf |
| dtype: string |
| - name: error_codes_google/codegemma-7b |
| dtype: string |
| - name: expert_accuracy_google/codegemma-7b |
| dtype: string |
| splits: |
| - name: train |
| num_bytes: 20576452 |
| num_examples: 500 |
| download_size: 8169164 |
| dataset_size: 20576452 |
| - config_name: Greek |
| features: |
| - name: file_id |
| dtype: string |
| - name: content |
| dtype: string |
| - name: repo |
| dtype: string |
| - name: path |
| dtype: string |
| - name: original_comment |
| dtype: string |
| - name: masked_data_Qwen/CodeQwen1.5-7B |
| dtype: string |
| - name: predict_Qwen/CodeQwen1.5-7B |
| dtype: string |
| - name: predicted_comment_Qwen/CodeQwen1.5-7B |
| dtype: string |
| - name: masked_data_bigcode/starcoder2-7b |
| dtype: string |
| - name: predict_bigcode/starcoder2-7b |
| dtype: string |
| - name: predicted_comment_bigcode/starcoder2-7b |
| dtype: string |
| - name: masked_data_ibm-granite/granite-8b-code-base |
| dtype: string |
| - name: predict_ibm-granite/granite-8b-code-base |
| dtype: string |
| - name: predicted_comment_ibm-granite/granite-8b-code-base |
| dtype: string |
| - name: masked_data_meta-llama/CodeLlama-7b-hf |
| dtype: string |
| - name: predict_meta-llama/CodeLlama-7b-hf |
| dtype: string |
| - name: predicted_comment_meta-llama/CodeLlama-7b-hf |
| dtype: string |
| - name: masked_data_google/codegemma-7b |
| dtype: string |
| - name: predict_google/codegemma-7b |
| dtype: string |
| - name: predicted_comment_google/codegemma-7b |
| dtype: string |
| - name: error_codes_bigcode/starcoder2-7b |
| dtype: string |
| - name: error_codes_ibm-granite/granite-8b-code-base |
| dtype: string |
| - name: error_codes_meta-llama/CodeLlama-7b-hf |
| dtype: string |
| - name: error_codes_google/codegemma-7b |
| dtype: string |
| - name: error_codes_Qwen/CodeQwen1.5-7B |
| dtype: string |
| - name: expert_accuracy_bigcode/starcoder2-7b |
| dtype: string |
| - name: expert_accuracy_ibm-granite/granite-8b-code-base |
| dtype: string |
| - name: expert_accuracy_meta-llama/CodeLlama-7b-hf |
| dtype: string |
| - name: expert_accuracy_google/codegemma-7b |
| dtype: string |
| - name: expert_accuracy_Qwen/CodeQwen1.5-7B |
| dtype: string |
| splits: |
| - name: train |
| num_bytes: 25228509 |
| num_examples: 500 |
| download_size: 8978147 |
| dataset_size: 25228509 |
| - config_name: Polish |
| features: |
| - name: file_id |
| dtype: string |
| - name: repo |
| dtype: string |
| - name: path |
| dtype: string |
| - name: content |
| dtype: string |
| - name: original_comment |
| dtype: string |
| - name: masked_data_Qwen/CodeQwen1.5-7B |
| dtype: string |
| - name: predict_Qwen/CodeQwen1.5-7B |
| dtype: string |
| - name: predicted_comment_Qwen/CodeQwen1.5-7B |
| dtype: string |
| - name: masked_data_bigcode/starcoder2-7b |
| dtype: string |
| - name: predict_bigcode/starcoder2-7b |
| dtype: string |
| - name: predicted_comment_bigcode/starcoder2-7b |
| dtype: string |
| - name: masked_data_ibm-granite/granite-8b-code-base |
| dtype: string |
| - name: predict_ibm-granite/granite-8b-code-base |
| dtype: string |
| - name: predicted_comment_ibm-granite/granite-8b-code-base |
| dtype: string |
| - name: masked_data_meta-llama/CodeLlama-7b-hf |
| dtype: string |
| - name: predict_meta-llama/CodeLlama-7b-hf |
| dtype: string |
| - name: predicted_comment_meta-llama/CodeLlama-7b-hf |
| dtype: string |
| - name: masked_data_google/codegemma-7b |
| dtype: string |
| - name: predict_google/codegemma-7b |
| dtype: string |
| - name: predicted_comment_google/codegemma-7b |
| dtype: string |
| - name: error_codes_Qwen/CodeQwen1.5-7B |
| dtype: string |
| - name: expert_accuracy_Qwen/CodeQwen1.5-7B |
| dtype: string |
| - name: error_codes_bigcode/starcoder2-7b |
| dtype: string |
| - name: expert_accuracy_bigcode/starcoder2-7b |
| dtype: string |
| - name: error_codes_ibm-granite/granite-8b-code-base |
| dtype: string |
| - name: expert_accuracy_ibm-granite/granite-8b-code-base |
| dtype: string |
| - name: error_codes_meta-llama/CodeLlama-7b-hf |
| dtype: string |
| - name: expert_accuracy_meta-llama/CodeLlama-7b-hf |
| dtype: string |
| - name: error_codes_google/codegemma-7b |
| dtype: string |
| - name: expert_accuracy_google/codegemma-7b |
| dtype: string |
| splits: |
| - name: train |
| num_bytes: 17812544 |
| num_examples: 500 |
| download_size: 7250273 |
| dataset_size: 17812544 |
| configs: |
| - config_name: Chinese |
| data_files: |
| - split: train |
| path: Chinese/train-* |
| - config_name: Dutch |
| data_files: |
| - split: train |
| path: Dutch/train-* |
| - config_name: English |
| data_files: |
| - split: train |
| path: English/train-* |
| - config_name: Greek |
| data_files: |
| - split: train |
| path: Greek/train-* |
| - config_name: Polish |
| data_files: |
| - split: train |
| path: Polish/train-* |
| --- |
| |
| # Multilingual code comments |
|
|
| This dataset contains 500 source-code examples for each of Chinese, Dutch, English, Greek and Polish (2,500 examples total), with comments generated by five models and human correctness ratings and error annotations. Each language has a train split. |
|
|
| Human ratings use Correct, Partial and Incorrect. Error fields contain comma-separated taxonomy codes. A generated comment can carry multiple error codes. |
|
|
| ## Annotation interpretation |
|
|
| Stored human error codes use the original taxonomy identifiers. For analysis, exclude original LG-GR5 (capitalization), then map original LG-GR6 (cohesion) to normalized LG-GR5. The order matters: cohesion remains an error. Comments whose only annotated error is original LG-GR5 are rated Correct. |
|
|
| For English file 135838_2, CodeLlama, StarCoder2 and GraniteCode are rated Partial and annotated MS-RE1 and SE-HA3. |
| |
| ## Data fields |
| |
| The language configurations preserve source identifiers, repository and path, source content, reference comments, generation inputs and outputs, extracted generated comments, human ratings and error-code strings. Model-specific columns identify CodeGemma, CodeLlama, CodeQwen1.5, StarCoder2 and GraniteCode. Raw generation fields and extracted comments are distinct fields. |
| |
