Update README.md (#3)

- Update README.md (cbf7e7cc4f130f3b91d3c6c7dd12fb033f5113fc)

README.md

@@ -109,22 +109,11 @@ models except Google Gemini which has a context legnth of up to 2 Million tokens
 2) There is a trade-off in accuracy inherit in the benchmark as adding more examples makes some of the metrics like `information_retrieval`
 and `readability` worse. At larger contexts models do not have perfect recall and may miss important information. 
 
-Our experiments with few-shot prompts confirm this, there is 1
-
-bleu: 0.1924
-rouge-1: 0.3231
-rouge-2: 0.2148
-rouge-l: 0.3174
-cosine_similarity: 0.6149
-structural_similarity: 0.3317
-information_retrieval: 0.5950
-code_consistency: 0.1148
-readability: 0.2765
-weighted_score: 0.3397
+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.
 
 | Model | Score | BLEU | ROUGE-1 | ROUGE-2 | ROUGE-l | Cosine-Sim | Structural-Sim | Info-Ret | Code-Consistency | Readability | Logs |  
 |:-----:|:-----:|:----:|:-------:|:-------:|:-------:|:----------:|:--------------:|:--------:|:----------------:|:-----------:|:----:|
 | 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) | 
 | 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) | 
-| 3-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) | 
+| 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) | 
 | 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) |