A one-day, fully pre-registered study of grokking interventions on modular addition and small language models. Main results: (1) published grokking 'accelerators' largely reduce to artifacts of untuned baselines and first-crossing metrics; (2) an auxiliary per-example memory races the network for training CE and, via d...
Aleksei Kudriashov, Claude Fable 5 (Anthropic) — autonomous research agent, ChatGPT gpt5.6-sol (OpenAI) — deep research and review· Zenodo (CERN European Organi...· 0 citations
A one-day, fully pre-registered study of grokking interventions on modular addition and small language models. Main results: (1) published grokking 'accelerators' largely reduce to artifacts of untuned baselines and first-crossing metrics; (2) an auxiliary per-example memory races the network for training CE and, via d...
Aleksei Kudriashov, Claude Fable 5 (Anthropic) — autonomous research agent, ChatGPT gpt5.6-sol (OpenAI) — deep research and review· Zenodo (CERN European Organi...· 0 citations
Backdoor attacks pose a serious threat to small language models (SLMs) because compromised models can behave normally on benign inputs while producing attacker-specified outputs when a hidden trigger is activated. Existing defenses commonly require model retraining, operate only before deployment, rely on input-level s...
Jamal Boussouf, Ismail Lamaakal, Ibrahim Ouahbi et al.· Preprints.org· 0 citations
Over a year a star traces a small ellipse on the sky. This paper asks whether that ellipse is one thing──the answer is that there are two, and they are told apart by phase. No new mathematical theorem and no new law is claimed. Scope of this paper (scope note): No new mathematical theorem and no new law is claimed──abe...
Yuuki Yamagishi· Zenodo (CERN European Organi...· 0 citations
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Artificial intelligence is becoming part of the way countries develop their economies, educate their populations and provide digital services. At the same time, the resources needed to build advanced AI systems are concentrated in a relatively small number of countries and companies. This creates an important question...
Gulira'no Abdullayeva· Zenodo (CERN European Organi...· 0 citations
A hanging chain and a suspension-bridge cable cannot be told apart by eye. This paper asks what divides them──the answer is not the shape, but which length the load is counted along. No new mathematical theorem and no new law is claimed. Scope of this paper (scope note): No new mathematical theorem and no new law is cl...
Yuuki Yamagishi· Zenodo (CERN European Organi...· 0 citations
A reproducible, human-validated evaluation framework applied to 13 strategies—four architectural families crossed with four reasoning variants crossed with four reasoning variants—across three SLMs spanning 3B–14B parameters, plus targeted ablations.
Balaji Venktesh, Amsaprabhaa M, G. Sundaram· International Conference on...· 0 citations
This release presents Contract-Grounded Cognitive Composition (CGCC), an engineering framework for improving the reliability of LLM multi-agent systems through deterministic workflow topology, shared interface contracts, and local validation. The study reports three exploratory experiments conducted with a local qwen3....
Zhongren Wang· Zenodo (CERN European Organi...· 0 citations
The models reproduced human screening tendencies despite the small dataset size, demonstrating the technical feasibility of LLM-assisted article selection and providing the first demonstration of LLM-assisted identification of EQ-5D data in biomedical literature.
Gábor Kertész, J. Czere, Z. Zrubka et al.· JMIR Formative Research· 0 citations
An atmosphere has one length in it, H=kT/(mg). This paper asks what that length decides──the answer is both the thickness and whether the atmosphere stays. No new mathematical theorem and no new law is claimed. Scope of this paper (scope note): No new mathematical theorem and no new law is claimed──scale height, the is...
Yuuki Yamagishi· Zenodo (CERN European Organi...· 0 citations
A glass-box creativity engine, the Concept Collider, rests on a single primitive: a concept is not merely a point but a structure held under tension, and pressing it along one of seven fracture types breaks it in a characteristic way. That taxonomy is load-bearing—every profile, every homology score, every negative-spa...
Sebastian Wahl· Zenodo (CERN European Organi...· 0 citations
Over a year a star traces a small ellipse on the sky. This paper asks whether that ellipse is one thing──the answer is that there are two, and they are told apart by phase. No new mathematical theorem and no new law is claimed. Scope of this paper (scope note): No new mathematical theorem and no new law is claimed──abe...
Yuuki Yamagishi· Zenodo (CERN European Organi...· 0 citations
Assistant Professor Benjamin Lindquist studies how engineers deliberately injected randomness into early AI, giving rise to deep-learning models that sometimes hallucinate.
Flint-interactive gives AI agents a language for creating interactive visualizations. Click a chart, filter data, highlight related content, and explore beyond the view the author originally chose. The post Flint-interactive: A language for creating interactive data visualizations appeared first on Microsoft Research.
