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Posted on • Originally published at paperium.net

BigCodeArena: Unveiling More Reliable Human Preferences in Code Generation viaExecution

BigCodeArena Shows How AI Learns to Write Smarter Code

Ever wondered if a computer can really understand the code it writes? BigCodeArena lets us watch AI‑generated programs run in real time, so people can see which snippets actually work.
Imagine a cooking show where the chef not only writes the recipe but also bakes the cake in front of the judges – that’s what this platform does for code.
Over 14,000 coding conversations across ten languages were collected, and more than 4,700 moments let humans pick a winner between two AI answers.
The result? When the code is executed, even ordinary users can spot the better solution, and the AI models learn from those choices.
This new insight helped create two handy benchmarks, BigCodeReward and AutoCodeArena, that measure how well AIs judge their own code without needing a human every time.
The takeaway is clear: watching code run turns vague “good‑or‑bad” guesses into solid, trustworthy tools – a step closer to AI that writes reliable software for everyone.

Read article comprehensive review in Paperium.net:
BigCodeArena: Unveiling More Reliable Human Preferences in Code Generation viaExecution

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