Comments (2)
Model | Deduplication Method | Type | Comment | Src |
---|---|---|---|---|
CodeGeeX | Paper Not Available | https://models.aminer.cn/codegeex/blog/ | ||
InCoder | Exact match based on alphanumeric tokens/md5 + Bloom filter | Exact | Many other analyses on decontamination, filtering | https://arxiv.org/abs/2204.05999 |
CodeGen | Exact match based on sha256 hashes | Exact | https://arxiv.org/abs/2203.13474 | |
AlphaCode | Exact match ignoring whitespaces | Exact | https://arxiv.org/abs/2203.07814 | |
PolyCode | Exact match sha256 | Exact | https://github.com/VHellendoorn/Code-LMs/blob/main/Data/deduplicate.py | |
PaLM Coder | Levenshtein distance | Near | https://arxiv.org/abs/2204.02311 |
from bigcode-analysis.
If we have a handful of deduplication strategies we could run some smaller model trainings to evaluate these approaches. We'll be working on the science plan in the next few days/weeks and in general preprocessing (incl. dedup) ablations will probably be in there for some studies.
from bigcode-analysis.
Related Issues (14)
- Upload github dataset with license column
- [Near Deduplication] Tokenization HOT 2
- Broken link HOT 1
- Decontamination HOT 9
- github scraping speed limit
- [Decontamination] Add readme and instructions to run substring decontamination HOT 1
- Rename model names on HF hub HOT 1
- cannot import AttentionType from gpt2
- Evaluate CodeGen on safe and all-license dataset HOT 3
- Reorganize bigcode-data-analysis repository HOT 1
- Add filtering to the near deduplicated safe dataset HOT 1
- [Exact Substring Deduplication] Analysis HOT 1
- [Near Deduplication] Post processing
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from bigcode-analysis.