Shared Autoregressive Context Can Distort Relationships in Synthetic Data

arXiv:2609.32546 · cs.LG, cs.CL · Submitted 2026-09-26 · Read on arXiv

cs.LG, cs.CL

Submitted: 2026-09-26

Updated: 2026-09-26

Code: https://github.com/bitsandbytes-foundation/bitsandbytes

Terminology

• Accuracy — 39× in this paper · explained in 1 episode
• Wasserstein Distance — 8× in this paper · explained in 4 episodes
• Benchmark — 7× in this paper · explained in 2 episodes
• European Social Survey — 6× in this paper
• Regularization — 6× in this paper · explained in 3 episodes
• Verification — 6× in this paper · explained in 2 episodes
• Calibration — 5× in this paper · explained in 7 episodes
• Fidelity — 5× in this paper · explained in 2 episodes
• Transformer — 5× in this paper · explained in 2 episodes
• Provenance — 3× in this paper · explained in 3 episodes
• Adam — 2× in this paper · explained in 2 episodes
• Alignment — 2× in this paper · explained in 1 episode
• American Community Survey — 2× in this paper
• Consistency — 2× in this paper · explained in 3 episodes
• Generalization — 2× in this paper · explained in 13 episodes
• National Health and Nutrition Examination Survey — 2× in this paper
• Trace — 2× in this paper · explained in 2 episodes
• Affordance — 1× in this paper · explained in 1 episode
• Aggregation — 1× in this paper · explained in 1 episode
• Analyzer — 1× in this paper · explained in 1 episode
• Decode — 1× in this paper · explained in 2 episodes
• Diagnostic Tools — 1× in this paper · explained in 2 episodes
• Diffusion Model — 1× in this paper · explained in 8 episodes
• Diffusion Models — 1× in this paper · explained in 6 episodes
• Fine-Tuning — 1× in this paper · explained in 5 episodes
• KV cache — 1× in this paper · explained in 3 episodes
• Large Language Model (LLM) — 1× in this paper · explained in 3 episodes
• Quantization — 1× in this paper · explained in 12 episodes
• Robustness — 1× in this paper · explained in 5 episodes
• Verifier — 1× in this paper · explained in 2 episodes

Sources

• Beyond the Mean: Three-Axis Fidelity for Aligning LLM-Based Survey Simulators from Small Pilot Data
• Efficient Memory Management for Large Language Model Serving with PagedAttention
• Tastes without distinction: silicon samples and the synthetic construction of tastes
• Stochastic Parrots or Singing in Harmony? Testing Five Leading LLMs for their Ability to Replicate a Human Survey with Synthetic Data
• gpt-oss-120b & gpt-oss-20b Model Card

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