Evaluator probes and branch-selection scaffolding for Ouro-RLTT loop states.
Awesome list + deep-dive reports on looped / recurrent-depth transformers (2018-2026): the Loop technology behind GPT-6 Astra. 122 papers, ZH/EN reports, translated PDFs, survey, slides.
Does the Universal/Looped-Transformer trick (reuse one block N times instead of stacking N) work on Mamba? Weight-shared depth in a state-space model, with honest per-seed results.
Fixed and adaptive Recirculation for Qwen3.5-4B-Base: full-BPTT training, GSM8K experiments, and hidden-state analysis
Looped transformers vs. multimodal degradation under the BabyLM 2026 100M-word budget
Looped-transformer experiments with bounded RSI-style iterative adaptation, recurrent depth, and post-selection held-out evaluation.
Cost-vs-accuracy CI for LLM ops. Pick the cheapest API tier, compare self-hosted vLLM vs cloud APIs on one Pareto, and grade free-form output with an LLM-as-judge - all on your own data with Wilson 95% CIs.
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