Update README

README.md

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     path: data/train-*
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+## HumanEvalNext
+
+HumanEvalNext is an improved version of the HumanEval code generation benchmark.
+The improvements made are based on the framework EvalPro. This framework is aimed at enhancing benchmark quality through a rigorous improvement process along with peer reviews.
+An overview of the approach along with the specific applicability to HumanEval has been illustrated below.
+
+![HumanEvalNext Improvement Process](./images/HumanEvalNext_approach.png "Figure 1. The Process of improving HumanEval through the BenchFrame framework")
+**Figure 1. The Process of improving HumanEval through the BenchFrame framework**
+
+The evaluation results of benchmark can be found [here](https://evalpro.online/leaderboard.html).
+A more detailed description of HumanEvalNext can be found [here](./HumanEvalNext/README.md).
+We find the following results results when benchmarking 10 SOTA open-weight models.
+
+
+![HumanEvalNext Comparative Results](./images/Figure2.png "Figure 2. Comparison of HumanEval with two enhanced versions.")
+**Figure 2. Comparison of HumanEval with two enhanced versions. (HumanEvalNext and EvalPlus)**
+
+
+## This is the dataset for the paper https://arxiv.org/abs/2503.05860