Model card
UniXcoder.
Microsoftopen-sourceUnknown paramsTransformer encoder-decoder
Unified cross-modal pre-training for code. ACL 2022.
§ 02 · Benchmarks
Every benchmark UniXcoder has a recorded score for.
| # | Benchmark | Area · Task | Metric | Value | Rank | Date | Source |
|---|---|---|---|---|---|---|---|
| 01 | Bugs2Fix | Computer Code · Bug Detection | accuracy | 66.4% | #5 | 2022-03-07 | source ↗ |
| 02 | CodeSearchNet | Computer Vision · Optical Character Recognition | bleu-4 | 19.1% | #6 | 2022-03-07 | source ↗ |
| 03 | codesearchnet---javascript | Computer Vision · Optical Character Recognition | smoothed-bleu-4 | 15.5% | #7 | 2024-07-01 | source ↗ |
Rank column shows this model’s position vs all other models scored on the same benchmark + metric (competitors after the slash). #1 in red means current SOTA. Sorted by rank, then newest result.
§ 03 · Strengths by area
Where UniXcoder actually performs.
§ 04 · Papers
2 papers with results for UniXcoder.
- 2024-07-01· 1 result
ESALE: Enhancing Code-Summary Alignment Learning for Source Code Summarization
- 2022-03-07· Computer Code· 2 results
UniXcoder: Unified Cross-Modal Pre-Training for Code Representation
§ 05 · Related models
Other Microsoft models scored on Codesota.
RAD-DINO
2 results · 1 SOTA
NaturalSpeech 3
~500M params · 1 result · 1 SOTA
Swin Transformer V2 Large
197M params · 1 result · 1 SOTA
WavLM Large (SV)
316M params · 1 result · 1 SOTA
ResNet-152
60M params · 3 results
ResNet-50
25M params · 3 results
DeBERTa-v3-large
304M params · 2 results
Florence-2-Large
2 results
§ 06 · Sources & freshness
Where these numbers come from.
arxiv
2
results
ESALE paper (IEEE TSE 2024)
1
result
3 of 3 rows marked verified. · first result 2022-03-07, latest 2024-07-01.