Update README.md
Browse files
README.md
CHANGED
@@ -43,3 +43,64 @@ configs:
|
|
43 |
- split: test
|
44 |
path: data/test-*
|
45 |
---
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
43 |
- split: test
|
44 |
path: data/test-*
|
45 |
---
|
46 |
+
|
47 |
+
# JAB: Java Academic Benchmark
|
48 |
+
|
49 |
+
## Overview
|
50 |
+
|
51 |
+
The **Java Academic Benchmark (JAB)** is the first exam-based benchmark specifically designed to rigorously evaluate Large Language Models (LLMs) on Java Object-Oriented Programming (OOP) capabilities.
|
52 |
+
|
53 |
+
JAB comprises 103 real Java exams administered between 2014 and 2024 at a top-tier academic institution, designed and curated by Professor Mirko Viroli, an experienced full professor and co-author of this project. This ensures that each task reflects pedagogically grounded and conceptually meaningful challenges.
|
54 |
+
|
55 |
+
Unlike benchmarks that focus on isolated code snippets, JAB features full exam-style problems with expert-authored JUnit test suites, targeting class- and interface-level reasoning. Designed to assess human learners, these problems isolate common misconceptions and test deep understanding, offering granular insights into where and how models fall short.
|
56 |
+
|
57 |
+
## Dataset Structure
|
58 |
+
|
59 |
+
Each exam in the JAB dataset is structured as follows:
|
60 |
+
|
61 |
+
- **year**: Year of the exam session
|
62 |
+
- **session**: Specific session identifier
|
63 |
+
- **utility_classes**: Utility classes provided to students during the exam
|
64 |
+
- **solution**: Gold solution created by Prof. Viroli (one of many possible solutions)
|
65 |
+
- **test**: JUnit test cases that must be passed
|
66 |
+
|
67 |
+
## Benchmark Significance
|
68 |
+
|
69 |
+
JAB offers several unique advantages for evaluating LLMs on Java programming tasks:
|
70 |
+
|
71 |
+
1. **Educational Validity**: Problems are designed by education experts to test conceptual understanding
|
72 |
+
2. **Comprehensive Assessment**: Tasks require full class implementations rather than just completing isolated functions
|
73 |
+
3. **Object-Oriented Focus**: Specifically targets OOP concepts including inheritance, polymorphism, encapsulation, and interfaces
|
74 |
+
4. **Longitudinal Coverage**: Spans a decade of real academic assessments (2014-2024)
|
75 |
+
5. **Test-Driven Evaluation**: Uses rigorous JUnit test suites for objective assessment
|
76 |
+
|
77 |
+
## License
|
78 |
+
|
79 |
+
This dataset is licensed under the **Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 International (CC BY-NC-ND 4.0)** license.
|
80 |
+
|
81 |
+
You are free to:
|
82 |
+
- **Share** — copy and redistribute the material in any medium or format
|
83 |
+
|
84 |
+
Under the following terms:
|
85 |
+
- **Attribution** — You must give appropriate credit (see below), provide a link to the license, and indicate if changes were made.
|
86 |
+
- **NonCommercial** — You may not use the material for commercial purposes.
|
87 |
+
- **NoDerivatives** — If you remix, transform, or build upon the material, you may not distribute the modified material.
|
88 |
+
|
89 |
+
For details, see: [https://creativecommons.org/licenses/by-nc-nd/4.0/](https://creativecommons.org/licenses/by-nc-nd/4.0/)
|
90 |
+
|
91 |
+
Dataset Owner: Mirko Viroli
|
92 |
+
License Notice: © Mirko Viroli — CC BY-NC-ND 4.0
|
93 |
+
|
94 |
+
## Citation
|
95 |
+
|
96 |
+
If you use JAB in your research, please cite:
|
97 |
+
|
98 |
+
```
|
99 |
+
<bib of our future paper>
|
100 |
+
```
|
101 |
+
|
102 |
+
## Contact
|
103 |
+
|
104 |
+
For questions or further information about the JAB benchmark, please contact:
|
105 |
+
- [Mirko Viroli](https://huggingface.co/mirkoviroli)
|
106 |
+
|