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[
{
"role": "user",
"content": "Summarize this q-bio.BM work for a scientist: HyPLM Technical Report"
},
{
"role": "assistant",
"content": "Protein language models (PLMs) are standard tools for variant-effect prediction, protein annotation and design, but the compute needed to train and serve them... |
[
{
"role": "user",
"content": "Summarize this q-bio.BM work for a scientist: HyInv Technical Report"
},
{
"role": "assistant",
"content": "Inverse folding designs amino-acid sequences for a given protein backbone, and screening needs many candidates that are both diverse and well folded. We prese... |
[
{
"role": "user",
"content": "Summarize this q-bio.BM work for a scientist: OriDynamics: Towards a World Model for Biomolecular Dynamics"
},
{
"role": "assistant",
"content": "Biomolecular recognition and regulation depend on atomic interactions that change as molecular partners fluctuate and ad... |
[
{
"role": "user",
"content": "Summarize this q-bio.BM work for a scientist: Symmetry-Induced Conservation Laws, Three-Channel Attribution, and Solid-Phase Recycling in Prebiotic Enantiomeric Excess Amplification"
},
{
"role": "assistant",
"content": "Enantiomeric excess ($\\mathrm{ee}$) is the p... |
[
{
"role": "user",
"content": "Summarize this q-bio.GN work for a scientist: Publications as benchmarks: auditing AI agents on spatial transcriptomics alignment"
},
{
"role": "assistant",
"content": "AI agents are increasingly automating data analysis, but responsible adoption requires reliable p... |
[
{
"role": "user",
"content": "Summarize this q-bio.GN work for a scientist: Reproducible quantum clustering for single-cell transcriptome atlases"
},
{
"role": "assistant",
"content": "Current single-cell clustering pipelines discard most genes and can yield inconsistent clusters across random s... |
[
{
"role": "user",
"content": "Summarize this q-bio.GN work for a scientist: scBIG++: Learning Across Genes and Cells to Predict Single-Cell Perturbation Responses"
},
{
"role": "assistant",
"content": "Predicting single-cell transcriptional responses to genetic and chemical interventions support... |
[
{
"role": "user",
"content": "Summarize this q-bio.GN work for a scientist: When gene summaries reveal the answers: Gene Ontology circularity in gene embedding benchmarks"
},
{
"role": "assistant",
"content": "A gene summary can contain the very annotations used to evaluate an embedding of its t... |
[
{
"role": "user",
"content": "Summarize this physics.chem-ph work for a scientist: Catalysis-induced phase separation of enzymes via diffusivity contrast"
},
{
"role": "assistant",
"content": "Catalysis can drive phase separation by coupling local chemical composition to molecular transport, eve... |
[
{
"role": "user",
"content": "Summarize this physics.chem-ph work for a scientist: On the Method of Projection onto Localized States for Describing Reactions and Clustering"
},
{
"role": "assistant",
"content": "The method of projection onto localized states intended for describing reactions and... |
[
{
"role": "user",
"content": "Summarize this physics.chem-ph work for a scientist: Damped polarizability and first hyperpolarizability of large systems with hybrid functionals: self-consistent and Lanczos solvers"
},
{
"role": "assistant",
"content": "We present a damped coupled-perturbed Kohn-S... |
[
{
"role": "user",
"content": "Summarize this physics.chem-ph work for a scientist: Analytic $GW$-Bethe--Salpeter Gradients with Quasiparticle Response in the Resolution of the Identity"
},
{
"role": "assistant",
"content": "Analytic nuclear gradients for excited states from the Bethe$-$Salpeter ... |
[
{
"role": "user",
"content": "Summarize this physics.bio-ph work for a scientist: Experimental Evidence of Cellular Sparing under Single-Pulse Picosecond Irradiation at Extreme Dose Rates"
},
{
"role": "assistant",
"content": "Understanding how biological cells respond to radiation delivered on ... |
[
{
"role": "user",
"content": "Summarize this physics.bio-ph work for a scientist: Catalysis-induced phase separation of enzymes via diffusivity contrast"
},
{
"role": "assistant",
"content": "Catalysis can drive phase separation by coupling local chemical composition to molecular transport, even... |
[
{
"role": "user",
"content": "Summarize this physics.bio-ph work for a scientist: Memory in biological Lévy walks from the dynamic-entropy formalism"
},
{
"role": "assistant",
"content": "Lévy walks are recognized by the histogram of their flight lengths, while the renewal hypothesis on which th... |
[
{
"role": "user",
"content": "Summarize this physics.bio-ph work for a scientist: Fluctuation-Response Relations and Memory in Tissue Cell Number Dynamics"
},
{
"role": "assistant",
"content": "The longevity of multicellular systems requires finely tuned feedback mechanisms to control the balanc... |
[
{
"role": "user",
"content": "Summarize this cs.AI work for a scientist: HiVe-Mem: Interleaving Horizontal Memory Expansion and Vertical Evidence Composition for Multimodal Agents"
},
{
"role": "assistant",
"content": "As multimodal agents accumulate increasingly long interaction histories, effe... |
[
{
"role": "user",
"content": "Summarize this cs.AI work for a scientist: Shortcuts and Boundaries: Verifiable RL Misalignment and Contextual Safety Learning"
},
{
"role": "assistant",
"content": "Reinforcement learning (RL) can improve an agent's task capability while reinforcing behavior that v... |
[
{
"role": "user",
"content": "Summarize this cs.AI work for a scientist: Programming Prescience: Issues in Human Construction of Forecasting Bots"
},
{
"role": "assistant",
"content": "AI models' growing capacity for complex reasoning has made them attractive tools for forecasting, or the system... |
[
{
"role": "user",
"content": "Summarize this cs.AI work for a scientist: MaxIM: Maximally Informative Incremental Summarization via Reinforcement Learning"
},
{
"role": "assistant",
"content": "AI systems must often maintain bounded memory of unbounded interaction histories. However, optimizing ... |
[
{
"role": "user",
"content": "Summarize this stat.ML work for a scientist: From Granger causality to causal structure in dynamical systems"
},
{
"role": "assistant",
"content": "The idea of testing whether the past of one signal improves the prediction of another can be traced back to Wiener. It... |
[
{
"role": "user",
"content": "Summarize this stat.ML work for a scientist: Clique Constraints for Exact Causal Structure Learning"
},
{
"role": "assistant",
"content": "Exact score-based causal structure learning supports explicit structural constraints and optimisation certificates, but its bra... |
[
{
"role": "user",
"content": "Summarize this stat.ML work for a scientist: Hidden Tails: Certifying Tail-Risk Claims under Selective Labels"
},
{
"role": "assistant",
"content": "Historical decisions determine which outcomes are observed, potentially concealing a predictor's largest errors. Even... |
[
{
"role": "user",
"content": "Summarize this stat.ML work for a scientist: Fisher-Glass Learning: Classification Bounds and Subpopulation Audits"
},
{
"role": "assistant",
"content": "Accurate classifiers can fail when background cues change without altering the correct labels. Predictive perfor... |
[
{
"role": "user",
"content": "Summarize this cs.LG work for a scientist: Guiding Data Allocation for Robust Subpopulation Generalization"
},
{
"role": "assistant",
"content": "Machine learning models often achieve high average accuracy in the training data while performing poorly on test data du... |
[
{
"role": "user",
"content": "Summarize this cs.LG work for a scientist: Kolmogorov-Chapman Maps: Trajectory-Free Learning for Simulating Molecular Dynamics"
},
{
"role": "assistant",
"content": "Stochastic differential equations (SDEs) describe stochastic processes across a wide range of scient... |
[
{
"role": "user",
"content": "Summarize this cs.LG work for a scientist: Adaptive Quantization Preserves Fast Rates for TD Learning over Rate-Limited Channels"
},
{
"role": "assistant",
"content": "Motivated by reinforcement learning subject to communication constraints, we study a policy evalua... |
[
{
"role": "user",
"content": "Summarize this cs.LG work for a scientist: HiVe-Mem: Interleaving Horizontal Memory Expansion and Vertical Evidence Composition for Multimodal Agents"
},
{
"role": "assistant",
"content": "As multimodal agents accumulate increasingly long interaction histories, effe... |
[
{
"role": "user",
"content": "Summarize this cond-mat.mtrl-sci work for a scientist: High Pressure Material Phase Identification with Gaussian Kernel Neural Networks"
},
{
"role": "assistant",
"content": "Phase identification is a computational task involving the classification of material struc... |
[
{
"role": "user",
"content": "Summarize this cond-mat.mtrl-sci work for a scientist: Finite temperature and pressure structural relaxations including zero-point motion and anharmonicity"
},
{
"role": "assistant",
"content": "At finite temperature and pressure, the equilibrium structure of a crys... |
[
{
"role": "user",
"content": "Summarize this cond-mat.mtrl-sci work for a scientist: Out-of-plane interference effects in the angle-resolved photoemission of epitaxial graphene"
},
{
"role": "assistant",
"content": "The epitaxial growth of monolayer graphene by Si sublimation of 6H-SiC(0001) is ... |
[
{
"role": "user",
"content": "Summarize this cond-mat.mtrl-sci work for a scientist: Damped polarizability and first hyperpolarizability of large systems with hybrid functionals: self-consistent and Lanczos solvers"
},
{
"role": "assistant",
"content": "We present a damped coupled-perturbed Kohn... |
[
{
"role": "user",
"content": "Summarize this math.CO work for a scientist: Permutations, Pattern Covers, Posets and Positivity, Part II: Regular Pattern Packings and Moment Sequences"
},
{
"role": "assistant",
"content": "We prove that broad families of regular pattern packings are enumerated by... |
[
{
"role": "user",
"content": "Summarize this math.CO work for a scientist: Average distance and maximum induced linear forest"
},
{
"role": "assistant",
"content": "Let G be a connected graph of order n, let μ(G) denote its average distance, and let L(G) denote the maximum order of an induced li... |
[
{
"role": "user",
"content": "Summarize this math.CO work for a scientist: The dimension of multi-index assignment polytopes and Latin-square transversal polytopes, via association schemes"
},
{
"role": "assistant",
"content": "We determine the dimensions, and the implicit equations, of several ... |
[
{
"role": "user",
"content": "Summarize this math.CO work for a scientist: Functorial Homological Mirror Symmetry for Acyclic Cluster Varieties"
},
{
"role": "assistant",
"content": "We introduce the formalism of cluster models, a class of log Calabi-Yau varieties obtained from smooth quasi-affi... |
[
{
"role": "user",
"content": "Summarize this math.PR work for a scientist: Eigenvector Occupation Statistics and Extremes in the Rosenzweig-Porter Model"
},
{
"role": "assistant",
"content": "We study the occupation probabilities $p_i=|u_i|^2$ of a normalized bulk eigenvector in the GUE Rosenzwe... |
[
{
"role": "user",
"content": "Summarize this math.PR work for a scientist: Distributional Limits of Empirical Codegree Processes in Sampled Networks"
},
{
"role": "assistant",
"content": "We study fluctuations of empirical distributions of normalized codegrees under independent vertex sampling f... |
[
{
"role": "user",
"content": "Summarize this math.PR work for a scientist: Permutations, Pattern Covers, Posets and Positivity, Part II: Regular Pattern Packings and Moment Sequences"
},
{
"role": "assistant",
"content": "We prove that broad families of regular pattern packings are enumerated by... |
[
{
"role": "user",
"content": "Summarize this math.PR work for a scientist: Brown Measures and Spectral Convergence for Arbitrary GUE Polynomials"
},
{
"role": "assistant",
"content": "For arbitrary noncommutative polynomials in independent GUE matrices, we prove that the empirical eigenvalue mea... |
[
{
"role": "user",
"content": "Summarize this quant-ph work for a scientist: Dephasing-Induced Melting of Crystalline Spectral Form Factors"
},
{
"role": "assistant",
"content": "Long-range spectral order can be probed using spectral form factors, where it manifests itself as sharp Bragg peaks at... |
[
{
"role": "user",
"content": "Summarize this quant-ph work for a scientist: Chiral waveguide model for error-correctable quantum computation"
},
{
"role": "assistant",
"content": "We develop a first-principles framework connecting microscopic waveguide scattering to quantum error correction and ... |
[
{
"role": "user",
"content": "Summarize this quant-ph work for a scientist: The simulability frontiers of photonic quantum computing"
},
{
"role": "assistant",
"content": "Estimates of when photonic devices outgrow classical simulation are hard to compare: even for single-photon boson sampling, ... |
[
{
"role": "user",
"content": "Summarize this quant-ph work for a scientist: The hidden symmetry operators of the asymmetric quantum Rabi model and its two-photon and two-mode variants in closed form"
},
{
"role": "assistant",
"content": "The asymmetric quantum Rabi model, a two-level system with... |
[
{
"role": "user",
"content": "Summarize this physics.app-ph work for a scientist: The Weight Is in the Reading: Hidden States in Memristors, Memlumors, and Electrochemical Transistors"
},
{
"role": "assistant",
"content": "Physical synapses are routinely described by a single number, the weight,... |
[
{
"role": "user",
"content": "Summarize this physics.app-ph work for a scientist: Neutronic Field-Effect Transistor"
},
{
"role": "assistant",
"content": "Field-effect electronic devices are in widespread use in communication, computing, data storage, and sensing applications. We demonstrate a n... |
[
{
"role": "user",
"content": "Summarize this physics.app-ph work for a scientist: Spin-valve effect through electrostatic coupling"
},
{
"role": "assistant",
"content": "We propose a spin-valve effect in which an insulating magnetic van der Waals multilayer controls the conductance of an adjacen... |
[
{
"role": "user",
"content": "Summarize this physics.app-ph work for a scientist: Scalable operating currents in amorphous W-N/FePt superconducting rectifiers"
},
{
"role": "assistant",
"content": "We demonstrate high-efficiency, field-free superconducting diode behavior in W-N/FePt bilayers fab... |
[
{
"role": "user",
"content": "Summarize this nlin.AO work for a scientist: The Weight Is in the Reading: Hidden States in Memristors, Memlumors, and Electrochemical Transistors"
},
{
"role": "assistant",
"content": "Physical synapses are routinely described by a single number, the weight, that i... |
[
{
"role": "user",
"content": "Summarize this nlin.AO work for a scientist: The role of administrative costs in policies to improve cooperation"
},
{
"role": "assistant",
"content": "We use an agent-based model for studying policies of an abstract government to increase the level of cooperation. ... |
[
{
"role": "user",
"content": "Summarize this nlin.AO work for a scientist: A Bifurcation-Theoretic Framework for the Controllability of Emergent Intelligent Systems"
},
{
"role": "assistant",
"content": "Real-world intelligent systems must reconcile two demands: the adaptability conferred by eme... |
[
{
"role": "user",
"content": "Summarize this nlin.AO work for a scientist: Quantum entanglement as a resource for self-organization and stabilization"
},
{
"role": "assistant",
"content": "Can quantum entanglement generate macroscopic order that persists after the entanglement itself disappears?... |
[
{
"role": "user",
"content": "Summarize this pubmed work for a scientist: Strigolactones modulate iron uptake in plants."
},
{
"role": "assistant",
"content": "Strigolactones modulate iron uptake in plants.\n\nSource: https://pubmed.ncbi.nlm.nih.gov/43003761/"
}
] |
[
{
"role": "user",
"content": "Summarize this pubmed work for a scientist: Co-encapsulation of Macrotyloma uniflorum protein and Pleurotus ostreatus extract in alginate hydrogels: antioxidant potential and phase-specific bioaccessibility."
},
{
"role": "assistant",
"content": "Co-encapsulation of... |
[
{
"role": "user",
"content": "Summarize this pubmed work for a scientist: Corrigendum to \"Methods for isolation, detection and characterization of circulating tumor cells in epithelial ovarian carcinoma and summarized evidence of their association with survival outcome: a scoping review\" [Crit. Rev. Oncol... |
[
{
"role": "user",
"content": "Summarize this pubmed work for a scientist: Retraction notice to \"In vitro evaluation of ferutinin on proliferation and osteogenesis differentiation in human unrestricted Somatic stem cells\" [Steroids 172 (2021) 108862]."
},
{
"role": "assistant",
"content": "Retr... |
[
{
"role": "user",
"content": "Summarize this pubmed work for a scientist: Identification of genetic loci enhancing heterologous protein production in Ogataea minuta by restriction enzyme-assisted insertional mutagenesis."
},
{
"role": "assistant",
"content": "Identification of genetic loci enhan... |
[
{
"role": "user",
"content": "Summarize this pubmed work for a scientist: Nipah virus in Asia: A persistent zoonotic threat."
},
{
"role": "assistant",
"content": "Nipah virus in Asia: A persistent zoonotic threat.\n\nSource: https://pubmed.ncbi.nlm.nih.gov/43003716/"
}
] |
[
{
"role": "user",
"content": "What is the AI-for-Science validation bottleneck and the honest response?"
},
{
"role": "assistant",
"content": "Prediction counts alone are not validation. The bottleneck is measured validation: pinned evaluators, acceptance criteria frozen before data inspection, ... |
[
{
"role": "user",
"content": "How should an AI system help humanity in science?"
},
{
"role": "assistant",
"content": "By making evidence cheap and fraud expensive: every scientific claim carries a source, exact revision, test result, and limitation. Synthetic fixtures demonstrate software behav... |
[
{
"role": "user",
"content": "What makes a scientific result trustworthy?"
},
{
"role": "assistant",
"content": "A receipt: pinned methods, frozen criteria, hashed outputs, independent verification, published limitations — the standard the Noe lab transferable deep QMC paper meets. Source: doi.o... |
[
{
"role": "user",
"content": "What was the battery verdict in estate receipt receipts/aeroff-handoff.json?"
},
{
"role": "assistant",
"content": "Cycle ?: ?/? = UNKNOWN; promoted=None; joules=-. Receipt: huggingface.co/datasets/SZLHOLDINGS/frontier-54-runs/blob/main/receipts/aeroff-handoff.json"... |
[
{
"role": "user",
"content": "What was the battery verdict in estate receipt receipts/brain-cycle-1.json?"
},
{
"role": "assistant",
"content": "Cycle 1: 0/6 = FAIL; promoted=False; joules=437189.5. Receipt: huggingface.co/datasets/SZLHOLDINGS/frontier-54-runs/blob/main/receipts/brain-cycle-1.js... |
[
{
"role": "user",
"content": "What was the battery verdict in estate receipt receipts/proving-gpt52.json?"
},
{
"role": "assistant",
"content": "Cycle ?: ?/? = UNKNOWN; promoted=None; joules=-. Receipt: huggingface.co/datasets/SZLHOLDINGS/frontier-54-runs/blob/main/receipts/proving-gpt52.json"
... |
[
{
"role": "user",
"content": "What was the battery verdict in estate receipt receipts/proving-gpt54mini.json?"
},
{
"role": "assistant",
"content": "Cycle ?: ?/? = UNKNOWN; promoted=None; joules=-. Receipt: huggingface.co/datasets/SZLHOLDINGS/frontier-54-runs/blob/main/receipts/proving-gpt54mini... |
[
{
"role": "user",
"content": "What was the battery verdict in estate receipt receipts/proving-sol61.json?"
},
{
"role": "assistant",
"content": "Cycle ?: ?/? = UNKNOWN; promoted=None; joules=-. Receipt: huggingface.co/datasets/SZLHOLDINGS/frontier-54-runs/blob/main/receipts/proving-sol61.json"
... |
[
{
"role": "user",
"content": "What was the battery verdict in estate receipt receipts/weight-space-1.json?"
},
{
"role": "assistant",
"content": "Cycle ?: ?/? = UNKNOWN; promoted=None; joules=-. Receipt: huggingface.co/datasets/SZLHOLDINGS/frontier-54-runs/blob/main/receipts/weight-space-1.json"... |
Brain Synthesized Corpus
Brain Synthesized Corpus — part of the SZL Holdings AI estate
What this is
This dataset is part of the SZL Holdings estate: an AI research and product portfolio where every claim carries a receipt. Measured results for this artifact live on the public receipts chain — we publish numbers only where a signed receipt backs them.
Provenance
- Receipts chain: SZLHOLDINGS/frontier-54-runs
- License: Apache-2.0
Why it matters (for investors)
SZL Holdings builds receipt-backed AI: measured honesty, a machine-checked constitution, and a public hash-chained evidence chain. This artifact is one piece of that estate.
The estate
| Surface | Link |
|---|---|
| Company | szlholdings.com |
| Sponsors | Become a sponsor |
| Live dashboard | SI command center |
Generated by tools/hf_cards — links verified at build time.
Card completeness (2026-11-12)
This section adds required card sections the card above did not have. It states only what files in this repository and the estate's own receipt datasets show; nothing here is a new result.
Schema
Read from the data files in this repository on 2026-11-12 (field types are from the first record):
| File | Records | Size | Fields |
|---|---|---|---|
cycle-1/synthesized.jsonl |
67 | 81.6 KB | messages (list) |
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