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README.md
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@@ -111,9 +111,21 @@ and `readability` worse. At larger contexts models do not have perfect recall an
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Our experiments with few-shot prompts confirm this, the maximum overall score is at 1-shot and adding more examples doesn't help after that.
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| Model | Score | BLEU | ROUGE-1 | ROUGE-2 | ROUGE-l | Cosine-Sim | Structural-Sim | Info-Ret | Code-Consistency | Readability | Logs |
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|:-----:|:-----:|:----:|:-------:|:-------:|:-------:|:----------:|:--------------:|:--------:|:----------------:|:-----------:|:----:|
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| 0-shot-gemini-1.5-flash-exp-0827 | 33.43 | 1.66 | 16.00 | 3.88 | 15.33 | 41.87 | 23.59 | **76.50** | 7.86 | **43.34** | [link](gemini-1.5-flash-exp-0827_results_20240912_144919.log) |
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| **1-shot-gemini-1.5-flash-exp-0827** | **35.40** | **21.81** | **34.00** | **24.97** | **33.61** | **61.53** | **37.60** | 61.00 | 12.89 | 27.22 | [link](1-shot-gemini-1.5-flash-exp-0827_results_20240912_183343.log) |
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| 3-shot-gemini-1.5-flash-exp-0827 | 33.10 | 20.02 | 32.70 | 22.66 | 32.21 | 58.98 | 34.54 | 60.50 | **13.09** | 20.52 | [link](3-shot-gemini-1.5-flash-exp-0827_results_20240912_191049.log) |
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| 5-shot-gemini-1.5-flash-exp-0827 | 33.97 | 19.24 | 32.31 | 21.48 | 31.74 | 61.49 | 33.17 | 59.50 | 11.48 | 27.65 | [link](5-shot-gemini-1.5-flash-exp-0827_results_20240912_180343.log) |
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Our experiments with few-shot prompts confirm this, the maximum overall score is at 1-shot and adding more examples doesn't help after that.
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bleu: 0.1543
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rouge-1: 0.2852
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rouge-2: 0.1718
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rouge-l: 0.2807
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cosine_similarity: 0.5625
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structural_similarity: 0.3355
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information_retrieval: 0.6350
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code_consistency: 0.1240
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readability: 0.2415
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weighted_score: 0.3300
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| Model | Score | BLEU | ROUGE-1 | ROUGE-2 | ROUGE-l | Cosine-Sim | Structural-Sim | Info-Ret | Code-Consistency | Readability | Logs |
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|:-----:|:-----:|:----:|:-------:|:-------:|:-------:|:----------:|:--------------:|:--------:|:----------------:|:-----------:|:----:|
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| 0-shot-gemini-1.5-flash-exp-0827 | 33.43 | 1.66 | 16.00 | 3.88 | 15.33 | 41.87 | 23.59 | **76.50** | 7.86 | **43.34** | [link](gemini-1.5-flash-exp-0827_results_20240912_144919.log) |
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| **1-shot-gemini-1.5-flash-exp-0827** | **35.40** | **21.81** | **34.00** | **24.97** | **33.61** | **61.53** | **37.60** | 61.00 | 12.89 | 27.22 | [link](1-shot-gemini-1.5-flash-exp-0827_results_20240912_183343.log) |
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| 3-shot-gemini-1.5-flash-exp-0827 | 33.10 | 20.02 | 32.70 | 22.66 | 32.21 | 58.98 | 34.54 | 60.50 | **13.09** | 20.52 | [link](3-shot-gemini-1.5-flash-exp-0827_results_20240912_191049.log) |
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| 5-shot-gemini-1.5-flash-exp-0827 | 33.97 | 19.24 | 32.31 | 21.48 | 31.74 | 61.49 | 33.17 | 59.50 | 11.48 | 27.65 | [link](5-shot-gemini-1.5-flash-exp-0827_results_20240912_180343.log) |
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| 7-shot-gemini-1.5-flash-exp-0827 | 33.00 | 15.43 | 28.52 | 17.18 | 28.07 | 56.25 | 33.55 | 63.50 | 12.40 | 24.15 | [link](7-shot-gemini-1.5-flash-exp-0827_results_20240912_203632.log) |
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