Build the docket
Read the PDF directly — prose, tables, figures. Map central claims, transcribe comparisons, propose strengths and candidate issues.
EXACT QUOTES REQUIREDRALPHTHON @ ICML · TRACK 2 · EVOLVED
Draft the review.
Audit the reviewer.
HypeAudit 3.1 reads the paper as a native PDF — tables and figures included. One disciplined audit call builds the evidence docket and self-checks every number, then deterministic code verifies every public quote against the declared PDF page.
THE 3.1 PIPELINE
Three locks, one public verdict.
The model can propose. Only verified evidence can decide what gets published.
Adjudicate the docket
Recompute numbers, cross-check abstract against tables, build the strongest defense, reject answered questions — inside the same call.
SAME-CALL DISCIPLINETrace or suppress
Normalize every quote, match it to the declared physical page, recompute tallies and enforce verdict invariants.
NO MATCH · NO FINDINGWHY 3.0 EXISTS
A factual error became a regression gate.
The initial Transformer review reversed its most important comparison. 3.0 turns that failure into a permanent test.
2.0 · REJECTED FINDING
“It does not surpass prior ensembles.”
The finding contradicted the supplied paper's own Table 2 and was incorrectly labeled major.
EN-DE: Transformer-big 28.4 vs prior ensemble 26.36.
3.0 · EVIDENCE-BOUND CORRECTION
28.4 − 26.36 = +2.04 BLEU
The comparison direction is verified before judgment. Compute evidence is narrowed fairly: reported estimates, but not a controlled same-hardware rerun.
Wrong polarity, absent-comparison claims, bad locators, and already-answered questions are regression failures.
DELIVERY & PROVENANCE
Live product, frozen submission.
The competition artifact stays immutable while the live engine evolves transparently.
Live review engine
- ✓HypeAudit 3.1.0 Triple-Lock
- ✓Native-PDF input up to 4 MiB
- ✓SHA-256 recorded per run
- ✓JSON audit export
RUNTIME · EVOLVING PRODUCT
Competition artifact
- ✓Technical report PDF
- ✓Claim map
- ✓Evidence ledger
- ✓Run manifest
0.1.0+a9f4f258 · FROZEN SUBMISSION
113.1 evidence gatesPASS
15submission contractsPASS
29official testsPASS
2verification passesLIVE