Update README.md

README.md

@@ -94,11 +94,12 @@ Peak reserved memory for training = 27.848 GB.
 Peak reserved memory % of max memory = 45.216 %.
 Peak reserved memory for training % of max memory = 35.183 %.
 
+QLORA paper link - https://arxiv.org/abs/2305.14314
 
 ## Evaluation
 
 <!-- This section describes the evaluation protocols and provides the results. -->
-We evaluated the model on test set (sample 1k) https://huggingface.co/datasets/FinLang/investopedia-instruction-tuning-dataset. Evaluation was done using Proprietary LLM as judge on four criteria Correctness, Faithfullness, Clarity, Completeness on scale of 1-5 (1 being worst & 5 being best). Model got an average score of 4.67.
+We evaluated the model on test set (sample 1k) https://huggingface.co/datasets/FinLang/investopedia-instruction-tuning-dataset. Evaluation was done using Proprietary LLMs as judge on four criteria Correctness, Faithfullness, Clarity, Completeness on scale of 1-5 (1 being worst & 5 being best) inspired  by the paper Replacing Judges with Juries https://arxiv.org/abs/2404.18796. Model got an average score of 4.67.
 Average inference speed of the model is 10.96 secs. Human Evaluation is in progress to see the percentage of alignment between human and LLM.