MORepair
Collection
A Collection of MORepair that includes the multi-objective fine-tuned CodeLlama-13B and all evaluation benchmarks.
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6 items
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Updated
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1
task_id
stringlengths 2
30
| buggy_code
stringlengths 137
2.23k
| fixed_code
stringlengths 137
2.23k
| unit_tests
stringlengths 549
3.38M
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hex_key | "package humaneval.buggy;\n\npublic class HEX_KEY {\n public static int hex_key(String num) {\n (...TRUNCATED) | "package humaneval.buggy;\n\n// You have been tasked to write a function that receives \n// a hexade(...TRUNCATED) | "package humaneval;\n\nimport java.util.ArrayList;\nimport java.util.Arrays;\n\nimport java.util.Lis(...TRUNCATED) |
rescale_to_unit | "package humaneval.buggy;\n\npublic class RESCALE_TO_UNIT {\n public static double[] rescale_to_u(...TRUNCATED) | "package humaneval.buggy;\n\npublic class RESCALE_TO_UNIT {\n public static double[] rescale_to_u(...TRUNCATED) | "package humaneval;\nimport java.util.ArrayList;\nimport java.util.Arrays;\nimport java.util.List;\n(...TRUNCATED) |
exchange | "package humaneval.buggy;\n\nimport java.util.ArrayList;\n\n/*\n * In this problem, you will impleme(...TRUNCATED) | "package humaneval.buggy;\n\nimport java.util.ArrayList;\n\n/*\n * In this problem, you will impleme(...TRUNCATED) | "package humaneval;\n\nimport java.util.ArrayList;\nimport java.util.Arrays;\n\nimport java.util.Lis(...TRUNCATED) |
string_xor | "package humaneval.buggy;\n\npublic class STRING_XOR {\n public static String string_xor(String a(...TRUNCATED) | "package humaneval.buggy;\n\npublic class STRING_XOR {\n public static String string_xor(String a(...TRUNCATED) | "package humaneval;\n\nimport java.util.ArrayList;\nimport java.util.Arrays;\n\nimport java.util.Lis(...TRUNCATED) |
monotonic | "package humaneval.buggy;\n\nimport java.util.Arrays;\n\n// Return True is list elements are monoton(...TRUNCATED) | "package humaneval.buggy;\n\nimport java.util.Arrays;\n\n// Return True is list elements are monoton(...TRUNCATED) | "package humaneval;\n\nimport java.util.ArrayList;\nimport java.util.Arrays;\n\nimport java.util.Lis(...TRUNCATED) |
is_multiply_prime | "package humaneval.buggy;\n\n// Write a function that returns true if the given number is the multip(...TRUNCATED) | "package humaneval.buggy;\n\n// Write a function that returns true if the given number is the multip(...TRUNCATED) | "package humaneval;\n\nimport java.util.ArrayList;\nimport java.util.Arrays;\n\nimport java.util.Lis(...TRUNCATED) |
starts_one_ends | "package humaneval.buggy;\n\n/* Given a positive integer n, return the count of the numbers of n-dig(...TRUNCATED) | "package humaneval.buggy;\n\n/* Given a positive integer n, return the count of the numbers of n-dig(...TRUNCATED) | "package humaneval;\nimport java.util.ArrayList;\nimport java.util.Arrays;\nimport java.util.List;\n(...TRUNCATED) |
factorial | "package humaneval.buggy;\n\nimport java.util.ArrayList;\n\n/*\n * Implement the function f that tak(...TRUNCATED) | "package humaneval.buggy;\n\nimport java.util.ArrayList;\n\n/*\n * Implement the function f that tak(...TRUNCATED) | "package humaneval;\n\nimport java.util.ArrayList;\nimport java.util.Arrays;\n\nimport java.util.Lis(...TRUNCATED) |
multiply | "package humaneval.buggy;\n\n// Complete the function that takes two integers and returns \n// the p(...TRUNCATED) | "package humaneval.buggy;\n\n// Complete the function that takes two integers and returns \n// the p(...TRUNCATED) | "package humaneval;\n\nimport java.util.ArrayList;\nimport java.util.Arrays;\n\nimport java.util.Lis(...TRUNCATED) |
pairs_sum_to_zero | "package humaneval.buggy;\n\nimport java.util.List;\n\n/* pairs_sum_to_zero takes a list of integers(...TRUNCATED) | "package humaneval.buggy;\n\nimport java.util.List;\n\n/* pairs_sum_to_zero takes a list of integers(...TRUNCATED) | "package humaneval;\n\nimport java.util.ArrayList;\nimport java.util.Arrays;\n\nimport java.util.Lis(...TRUNCATED) |
EvalRepair-Java is a benchmark for evaluating Java program repair performance, derived from HumanEval. It contains 163 single-function repair tasks, each with a buggy implementation and its corresponding fixed version.
Each row contains:
task_id
: Unique identifier for the task (same as HumanEval)buggy_code
: The buggy implementationfixed_code
: The correct implementationunit_test
: Unit tests for verifying the correctness of the implementationThis dataset is derived from HumanEval, a benchmark for evaluating code generation capabilities. We manually introduced bugs into the original implementations and verified the fixes.
@article{morepair,
author = {Yang, Boyang and Tian, Haoye and Ren, Jiadong and Zhang, Hongyu and Klein, Jacques and Bissyande, Tegawende and Le Goues, Claire and Jin, Shunfu},
title = {MORepair: Teaching LLMs to Repair Code via Multi-Objective Fine-Tuning},
year = {2025},
publisher = {Association for Computing Machinery},
issn = {1049-331X},
url = {https://doi.org/10.1145/3735129},
doi = {10.1145/3735129},
journal = {ACM Trans. Softw. Eng. Methodol.},
}