Download

The result tables are at /data/ilang-conformance-v1/, with a README covering the suite, the relay caveat and the limitations.

File Contents
runs.tsv One row per run: weighted total, per-track rates, judge detail, error and degraded counts
exec-rule-failures.tsv Per run, execution cases failing each rule R1…R11
SCOREBOARD.md The published scoreboard verbatim, including the excluded runs

Code, corpus and per-run manifests: github.com/ilang-ai/ilang-conformance, concept DOI 10.5281/zenodo.22864929.

Quick stats

  • Runs: 45 scored, 18–20 September 2026, 320 cases each (grammar 120, exec 100, judge 100)
  • Scoring: deterministic code plus the canon validators pinned at ilang-spec 127ba56; no model grades another model
  • Top of the comparable set: gemini-3.8-flash 0.8417 · gpt-6-astra 0.7733 · glm-5.3-flash-free 0.7537
  • L1 gate: not reached by any run
  • Execution violations: 2,851 of 3,049 (93.5%) on rule R9 across all 45 runs

Why it is worth reading

A protocol document in the context window does not bind a model. Every run had the specification available and was asked to follow it. Grammar is largely passable; the execution track is where the field separates, and it separates on one thing — models sign off on states with an authority they were never given. That single rule accounts for nineteen violations in twenty.

Identity through a relay is not identity. Every run but three went through one aggregator relay; the model name is what the relay returned, never verified against a vendor endpoint. One relay injected another product’s agent identity into the answers, another ran out of credit mid-run, some replies hit an output limit or a content filter. All four classes are named with counts in the scoreboard, and affected runs are kept out of the ranking. Anyone benchmarking through a relay should assume the same and check for it.

The invitation stands. Any vendor who believes a number here is wrong is welcome to supply tokens; we re-run against their own endpoint and publish the result unmodified, whatever it says.