Spaghetti Architect: A Contamination-Resistant, By-Construction-Labelled, Multi-Language Code Dataset Generator
cs.LG, cs.SE
Submitted: 2026-07-21
Updated: 2026-08-30
Comments: Code: https://github.com/KurathSec/Spaghetti-Architect (artifact archived at doi:10.5281/zenodo.21033174)
Code: https://github.com/KurathSec/Spaghetti-Architect
License: http://arxiv.org/licenses/nonexclusive-distrib/1.0/
Terminology
Sources
- Program Synthesis with Large Language Models
- Evaluating Large Language Models Trained on Code
- Textbooks Are All You Need
- LiveCodeBench: Holistic and Contamination Free Evaluation of Large Language Models for Code
- Inverse Scaling: When Bigger Isn't Better
- GSM-Symbolic: Understanding the Limitations of Mathematical Reasoning in Large Language Models
- tinyBenchmarks: evaluating LLMs with fewer examples
- Towards AI-Complete Question Answering: A Set of Prerequisite Toy Tasks
- LiveBench: A Challenging, Contamination-Limited LLM Benchmark
Related papers
- Polynomial-Augmented Neural Networks (PANNs) with Weak Orthogonality Constraints for Enhanced Function and PDE Approximation
- AIRL-S: Unifying Reinforcement Learning and Search-Based Test-Time Scaling via Adversarial Inverse Reinforcement Learning
- Transformers as Bayesian In-Context Experimenters: Smoothness-Adaptive Efficient ATE Estimation
- Convergence issues in Relational Concept Analysis based on AOC-posets
- Beliefs Beyond Posteriors: Local-Consistency Optimisation for Bayesian Neural Networks
- Understanding Diffusion Models via Ratio-Based Function Approximation with SignReLU Networks