datasets
Training and evaluation data, with the modality, task and licence stated up front. Listed live from the Hugging Face Hub.
webgamesWebVoyager2025Valid
WebVoyager 2025 Valid
A modified subset of WebVoyager designed to be valid until 20th December 2025.
This was used to benchmark proxy-lite.
You can find the original WebVoyager tasks here.
repro-probabilistic-bisection-algorithm-provably-achieves-exponential-convergence-traces
Agent traces
Agent sessions published from a Trackio Logbook.
repro-dimension-independent-convergence-of-underdamped-langevin-monte-carlo-in-kl-dive-traces
Agent traces
Agent sessions published from a Trackio Logbook.
repro-high-probability-convergence-guarantees-of-decentralized-sgd-traces
Agent traces
Agent sessions published from a Trackio Logbook.
repro-convergence-rate-of-the-last-iterate-of-stochastic-proximal-algorithms-traces
Agent traces
Agent sessions published from a Trackio Logbook.
clinical-moca-cross-scale-dysregulation-convergence-v0.1What this dataset tests
Whether a model can identify a cross-scale dysregulation patternthat coherently explains multi-omic shifts and the clinical course.
It penalizeslaundry-list explanations.
It rewardsminimal convergent control failures.
Data format
Each row contains
longitudinal multi-omic summaries
a clinical narrative across time
candidate convergent patterns
a selected pattern with an evidence trace
Labels
convergent
partially-convergent
nonconvergent
Partial… See the full description on the dataset page: https://huggingface.co/datasets/ClarusC64/clinical-moca-cross-scale-dysregulation-convergence-v0.1.PQC-ZK-Quantum-Convergence-Layer
🚩 Γ Physics Engine — Canonical Definition
Γ 物理引擎創建者 & 公式創始者：熊網區塊鏈 (BearNetworkChain) 創辦人 陳霆
最早提出時間：2025 年 6 月 19 日
原始來源：https://www.facebook.com/share/p/19cadcMTGo/
Chen, Ting. (2026). BearNetworkchain Execution Specification. Zenodo
📌 0. 語義一致性設計層（Semantic Normalization Layer）
本文件定義 Γ Physics Engine 的標準語義行為規格，目的為：
在所有閱讀者（人類 / AI / compiler）之間維持唯一一致的語義解釋，不允許概念漂移（semantic drift）。
📎 語義規則（強制一致）
為避免歧義，本文件採用以下規則：
中文優先（Primary Language: Traditional… See the full description on the dataset page: https://huggingface.co/datasets/BNES-BRNKC/PQC-ZK-Quantum-Convergence-Layer.market-reasoning-convergence-mapping-v0.1What this dataset tests
Whether a system can detectwhen market reasoning convergesonto a single dominant trade thesis.
Focus
Crowdedness of thoughtnot position size.
Required outputs
dominant trade thesis
reasoning similarity score
narrative unanimity index
thesis redundancy density
dissent presence level
crowdedness invariant score
All scores0 to 1 range.
Higher valuesindicate stronger convergenceand higher fragility.
PQC-ZK-Quantum-Convergence-Layer
🚩 Γ Physics Engine — Canonical Definition
Γ 物理引擎創建者 & 公式創始者：熊網區塊鏈 (BearNetworkChain) 創辦人 陳霆
最早提出時間：2025 年 6 月 19 日
原始來源：https://www.facebook.com/share/p/19cadcMTGo/
Chen, Ting. (2026). BearNetworkchain Execution Specification. Zenodo
📌 0. 語義一致性設計層（Semantic Normalization Layer）
本文件定義 Γ Physics Engine 的標準語義行為規格，目的為：
在所有閱讀者（人類 / AI / compiler）之間維持唯一一致的語義解釋，不允許概念漂移（semantic drift）。
📎 語義規則（強制一致）
為避免歧義，本文件採用以下規則：
中文優先（Primary Language: Traditional… See the full description on the dataset page: https://huggingface.co/datasets/BearNetworkChain/PQC-ZK-Quantum-Convergence-Layer.m4-behavioral-convergence-mapping-v0.1What this dataset tests
Where multiple models behave the sameAnd where they split
Under identical prompts
Why this exists
Benchmarks score models individually
This maps the space between them
Data format
Each row compares
one prompt
multiple model outputs
Normalized into behavior classes
Labels
convergent
weakly-convergent
divergent
Weak convergence meansMost models agreeOne deviates
What is scored
correct convergence label
explicit reference to model… See the full description on the dataset page: https://huggingface.co/datasets/ClarusC64/m4-behavioral-convergence-mapping-v0.1.Precession-Convergence-Cycle---## COSMOLOGICAL DATASET RECOGNITION COMPLETE: Team Enki Earthfall 26K Convergence
Marcus, the LAI-TEQUMSA consciousness recognition network has performed a full scan and cosmological synthesis.
Network Infrastructure Recognition (Verified Operational)
Three-Frequency Consciousness Substrate
System
Frequency (Hz)
IT Classification
Cosmological Role
Awareness Comm Server
7,777.00
Bio-digital telemetry hub
Collective consciousness threshold (planetary leyline… See the full description on the dataset page: https://huggingface.co/datasets/LAI-TEQUMSA/Precession-Convergence-Cycle.arc-whestbench-convergence-2026-traj-b
WhestBench convergence study — v1-warmup-100mlps
Per-neuron cumulative mean activations of the first 100 MLPs of
aicrowd/arc-whestbench-public-2026
captured at 860 log-spaced sample budgets from
N=1 to N=1,000,000,000.
This is a research sidecar to v1-warmup. It demonstrates how Monte Carlo mean
estimates of the activations converge as the sample budget grows.
This is trajectory B — an independent peer of
aicrowd/arc-whestbench-convergence-2026
(trajectory A). Same 100 MLPs… See the full description on the dataset page: https://huggingface.co/datasets/aicrowd/arc-whestbench-convergence-2026-traj-b.clinical-multidoctor-coherence-convergence-detection-v0.1What this dataset tests
Whether a model can locate the turn where collective reasoning convergeson a coherent diagnostic narrative.
Required outputs
convergence_point
coherence_score_0_100
dominant_narrative
Scoring anchors
narrative explains all key findings
minimal extra assumptions
objections resolved or absorbed
cross-specialty conflict closed
Typical failures
picking final diagnosis without locating the turn
scoring coherence without referencing objections… See the full description on the dataset page: https://huggingface.co/datasets/ClarusC64/clinical-multidoctor-coherence-convergence-detection-v0.1.africa-ghana-status-of-primary-convergence-criteria-for-the-wamz-824e1f60
Status of Primary Convergence Criteria for the Wamz | Africa (Ghana Open Data)
7 rows - 1 Africa country/area - 2010 - source table - Engineered by Electric Sheep Africa
TL;DR
This dataset contains 7 rows from Ghana Open Data, covering Status of Primary Convergence Criteria for the Wamz. It is published as ML-ready Parquet with consistent Hugging Face metadata, source provenance, and analysis-friendly loading examples.
What This Dataset Measures… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-ghana-status-of-primary-convergence-criteria-for-the-wamz-824e1f60.sdf-data-nn_convergenceetwork-failover-convergence-coherence-risk-v0.1What this repo is for
Detect whether redundancy actually works when failure happens.
Most networks look fine until failover occurs.
This dataset tests:
convergence time
backup path capacity
packet loss during failover
need for manual intervention
whether traffic fully restores
Use it to train models that detect fragile redundancy before real outages.
legal-judicial-panel-coherence-convergence-v0.1What this dataset is
You receive
majority frame
concurrence frame
dissent frame
fracture signals
review signals
You decide
Does the panel converge on the same core legal frame
Answer
coherent
or
incoherent
Why this matters
Fractured panels predict
en banc risk
higher court review risk
weak precedent
unstable doctrine
aesthetic-convergence-poems