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---
dataset_info:
- config_name: Chinese
  features:
  - name: file_id
    dtype: string
  - name: content
    dtype: string
  - name: repo
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  - name: path
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  - name: masked_data_Qwen/CodeQwen1.5-7B
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  - name: predict_Qwen/CodeQwen1.5-7B
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  - 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: 24547575
    num_examples: 500
  download_size: 9149540
  dataset_size: 24547575
- 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: 20576413
    num_examples: 500
  download_size: 8169212
  dataset_size: 20576413
- 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-*
---


# Fixed-8

Based on fixed-7 revision `14e85fe00a8b284cd226c58281ddd8e6b990b190`. Replaces six Greek rows with missing expert labels with six newly labelled samples. All five language configurations retain 500 training rows (2,500 total). All other rows are unchanged.

| Removed ID | Replacement ID |
|---|---|
| 8000_5 | 1056_0 |
| 8000_14 | 4357_8 |
| 8000_15 | 4848_9 |
| 8000_16 | 29069_13 |
| 8000_17 | 1385_4 |
| 8000_18 | 5142_0 |

All 500 Greek rows now have all five expert accuracy labels. Original supplied predictions and error-code strings are preserved; blank error-code fields are retained as provided. This release does not remove pre-existing file reuse or certify absence of partial code clones. Scores and judge results from fixed-7 must be recomputed for the six replacement IDs.


## CodeGemma comment extraction correction

Corrected from dataset revision `292880b74aa2ec58dc1b00524a70b060359bf0fa`. Only `predicted_comment_google/codegemma-7b` was changed: each affected completion is truncated immediately before its first `<|file_separator|>` token. The token and all subsequent generated text are removed; the preceding text and whitespace are preserved exactly. Raw `predict_google/codegemma-7b` generations, prompts, reference comments, expert labels, error codes, row order, and every other generator's columns are unchanged.

| Language | Corrected comments |
|---|---:|
| Chinese | 464 |
| Dutch | 480 |
| English | 477 |
| Greek | 469 |
| Polish | 469 |

11 affected completions contain only whitespace or no text before the boundary; these are preserved as such, with their supplied expert labels unchanged. Previously computed neural scores for changed comments must be recomputed from these corrected inputs.


## Remaining comment extraction corrections

Corrected from revision `d02cf177485908c0d26e71c26f4a584c0e38dd5d`, preserving the preceding CodeGemma correction. Only the extracted comment columns for CodeLlama, CodeQwen 1.5, and GraniteCode change. Fourteen comments are truncated before their first generation-control token: six CodeLlama `<EOT>` endings, two CodeLlama `<SUF>` continuations, five GraniteCode `<|endoftext|>` endings, and one CodeQwen `<|endoftext|>` ending. The preceding text and whitespace are preserved exactly.

For Greek file `777248_1`, CodeQwen's extracted-comment field incorrectly equals its entire raw generation. Its exact stored `masked_data` prompt prefix (791 characters, ending in `<fim_middle>`) is removed, preserving the 1,378-character generated completion exactly.

| Language | CodeLlama | CodeQwen 1.5 | GraniteCode |
|---|---:|---:|---:|
| English | 2 | 0 | 0 |
| Greek | 6 | 2 | 5 |

These 15 corrections introduce no new blank completions. Raw generations, prompts, references, expert labels, error codes, row order, CodeGemma, and StarCoder2 values are unchanged. Previously computed neural scores for changed comments must be recomputed.