this-that-model-1.0: A typed decision model that decides in 30 ms, for a millionth of a cent

arXiv:2609.23886 · cs.CL · Submitted 2026-09-20 · Read on arXiv

cs.CL

Submitted: 2026-09-20

Updated: 2026-09-20

Code: https://github.com/FLock-io/this-that-model

License: http://arxiv.org/licenses/nonexclusive-distrib/1.0/

Terminology

• Accuracy — 32× in this paper · explained in 1 episode
• Benchmark — 11× in this paper · explained in 2 episodes
• Adaptation — 7× in this paper · explained in 1 episode
• Calibration — 7× in this paper · explained in 7 episodes
• International Conference on Learning Representations — 4× in this paper
• Generative Model — 3× in this paper · explained in 2 episodes
• Abstention — 2× in this paper · explained in 1 episode
• In International Conference on Machine Learning — 2× in this paper
• Transformer — 2× in this paper · explained in 2 episodes
• Allocator — 1× in this paper · explained in 1 episode
• Bayesian Inference — 1× in this paper · explained in 5 episodes
• Benchmarking — 1× in this paper · explained in 3 episodes
• Catastrophic Forgetting — 1× in this paper · explained in 5 episodes
• Fine-Tuning — 1× in this paper · explained in 5 episodes
• Quantization — 1× in this paper · explained in 12 episodes
• Verification — 1× in this paper · explained in 2 episodes

Sources

• CasualSynth: Generating Structurally Sound Synthetic Data
• CircuitSynth: Reliable Synthetic Data Generation
• Validating Bayesian Inference Algorithms with Simulation-Based Calibration
• Efficient Guided Generation for Large Language Models
• Qwen3 Technical Report

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