Daily briefing

Questions for today

Matching observations

Model Card Adoption Rank

Which benchmarks do model cards report?

How to read this evidence

This ranks reporting convention, not benchmark quality. One model card contributes at most one mention to a benchmark, however many configurations it reports.

Some model cards publish their benchmark table as an image, and those rows were transcribed by OCR. A transcription can be wrong. The source ledger lists every recorded benchmark with the original document so each count can be checked.

Reporting over time

Benchmark adoption frontier

All tracked benchmarks

Three readings on one time axis. Each orange diamond marks an organization's first report of this benchmark, which is the only event that raises the cumulative count. The rug beneath it puts one tick per dated model card, so later cards from an organization already counted appear as gray ticks and leave the staircase flat. A card with no publication date cannot be placed on the timeline and is absent from both bands, though it is still counted in the totals above. A long flat run is reporting saturation observed within this curated registry, not a claim about benchmark score saturation. The score track below it is a separate reading: every value that could be read verbatim from a cited document, connected only where the instrument and protocol are identical. A flat score tail usually means no newer number could be read, which is why the gap is marked rather than drawn through.

Frontier milestones

What would make this a true Pareto frontier?

Comparable score observations need the benchmark version and split, metric direction, model, harness or scaffold, reasoning budget, cost or latency, publication date, and source. Only compatible configurations can share a score frontier; this registry currently stores mentions, not those measurements.

With those observations, a Harbor-style view can put cost or latency on the x-axis and score on the y-axis, connect only nondominated observations, and use a publication-time slider to reveal how the frontier moved.

Benchmarks by model card adoption

Each model card counts once per benchmark. A card reporting AIME in four configurations counts the same as a card reporting it once, so a long appendix cannot outweigh a different vendor. Organizations breaks the tie: the same count from six vendors is a shared standard, from one vendor a house style.

Audit the counts Model cards in the registry

The curated source list this ranking is computed from. Expand any card to see every benchmark it reports, grouped the way the source document groups them, so our data can be checked line by line against the original.

Cumulative corpus

Artifacts and their context

The overview summarizes the full corpus. The relationship canvas includes every artifact and connected organization, source, and topic; select a node to carry it into the Today filters.

Corpus rhythm

Signals over time

Counts describe discovery volume, not scientific quality.

New by domain

Daily evidence and attention volume

Category tags overlap. Each bar is an independent count, not a part of a stacked total.

Releases only Excludes records re-announced as an update to something already surfaced.

Daily ledger

Source mix counts ranked evidence after scoring. Fetch health counts raw records returned before scoring, so a source can be ok and still empty.

Date	Coverage (UTC)	Evidence	Source mix	Categories	Events	Attention	Fetch health