SanSi: A Looped Typed Decision Model for System 1.5 Thinking
cs.CL, cs.AI, cs.LG
Submitted: 2026-10-06
Updated: 2026-10-10
Sources
- SmolLM2: When Smol Goes Big -- Data-Centric Training of a Small Language Model
- PonderNet: Learning to Ponder
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- Think you have Solved Question Answering? Try ARC, the AI2 Reasoning Challenge
- Beyond Depth Truncation: Controlled Evaluation of Depth Utilization in Recursive Language Models
- Universal Transformers
- Evaluating and Benchmarking the System One Model Jev
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- Looped Transformers as Programmable Computers
- Adaptive Computation Time for Recurrent Neural Networks
- On Calibration of Modern Neural Networks
- Right Direction, Wrong Step: Geometric Analysis of Finite-Step Failure in Looped Transformers
- FOLIO: Natural Language Reasoning with First-Order Logic
- Measuring Massive Multitask Language Understanding
- Calibration Drift Under Reasoning: How Chain-of-Thought Budgets Induce Overconfidence in Large Language Models
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