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Claim LD06-SL-C16 (v1.0)

Responding to “The Leaderboard Illusion”, LMArena said providers may test several private variants, promised to mark scores provisional until 2,000 fresh votes when more than 10 variants are tested, and disputed the paper’s figures, estimating the gain from private testing at about 11 Elo points; the paper’s 8.8% open-source figure that it disputed was a share of data, not of models.

Provenance and status

Claim type
FACT + INTERPRETATION (as printed: “FACT + INTERPRETATION”)
Publication status
ELIGIBLE (SOURCE_POSITION) (as printed: “ELIGIBLE WITH SOURCE-POSITION QUALIFIER”)
Verification state
CONTENT_VERIFIED_PRIMARY (as printed: “CONTENT VERIFIED”; verified by: UNKNOWN)
Does not license
A finding on which side’s estimate of the private-testing effect is right
Source (field 6, as printed)
LMArena, “Our Response to ‘The Leaderboard Illusion’ Writeup,” Arena blog, 9 May 2025 (updated 13 June 2025)
Source type (field 7)
VENDOR_PRIMARY (as printed: “Platform operator blog post”)
Institutional position
Platform operator (LMArena), the subject of the criticism
Maturity (claim evidence / publication maturity)
CONTESTED (as printed: “CONTESTED”)
Recorded date
2026-10-15
Currentness / correction
This is the current version. No correction or concern relation is recorded on its Sources.

Version

Pinned version v1.0 (entry LD06-SL-C16--v1.0) — this page never floats to newer evidence.

This pinned version is also the current version.

Versions:v1.0 · current

Pinned Sources (field 6, version-specific)

All 25 canonical Claim fields (raw values and normalized values)
#Canonical fieldCanonical value (verbatim)Normalized (Claim Value Vocabulary v1.0.2)
1CLAIM IDLD06-SL-C16—
2PUBLIC-FACING CLAIMResponding to “The Leaderboard Illusion”, LMArena said providers may test several private variants, promised to mark scores provisional until 2,000 fresh votes when more than 10 variants are tested, and disputed the paper’s figures, estimating the gain from private testing at about 11 Elo points; the paper’s 8.8% open-source figure that it disputed was a share of data, not of models.—
3CLAIM TYPEFACT + INTERPRETATIONbase_types: FACT, INTERPRETATION
4RESEARCH STRANDB — Leaderboards, judges and disclosure—
5MATURITYCONTESTEDstates: CONTESTED
6SOURCELMArena, “Our Response to ‘The Leaderboard Illusion’ Writeup,” Arena blog, 9 May 2025 (updated 13 June 2025)source_ids: SRC-SL-LMARENA-RESPONSE-LEADERBOARD-ILLUSION-2025-05-09
7SOURCE TYPEPlatform operator blog postclasses: VENDOR_PRIMARY
8INSTITUTIONAL POSITIONPlatform operator (LMArena), the subject of the criticism—
9SCOPEChatbot Arena’s policies and the disputed figures—
10DESIGNRebuttal post; compared by SocioLens with the paper’s v1 and v2—
11SAMPLE / DATASETNot applicable—
12MODEL / TOOL / VERSIONNot applicable—
13COMPARATORThe paper’s claims (LD06-SL-C15)—
14MAIN RESULTPrivate variants allowed and to be stated explicitly; clearer marking of retired models; scores provisional until 2,000 fresh votes when more than 10 variants are tested; its own estimate of about +11 Elo after 50 tests and 3,000 votes; the paper’s 112% gain was on Arena-Hard, which the authors’ v2 also says; open models 40.9% on the leaderboard against the paper’s data share—
15INFERENTIAL TARGETHow the platform answers the critique and changes its rules—
16DOES NOT LICENSEA finding on which side’s estimate of the private-testing effect is right—
17VERIFICATION STATECONTENT VERIFIEDstate: CONTENT_VERIFIED_PRIMARY · verified_by: UNKNOWN
18LIMITATIONSAn interested party’s account; the comparison of the two texts is SocioLens’s reading; neither estimate was re-derived—
19CONTRADICTORY / SUPPORTING SOURCESLD06-SL-C15—
20GEOGRAPHY / LANGUAGEGlobal platform / English—
21DISTRIBUTIONAL LEDGERNot analysed in this claim—
22R01 / FIELD-MAP LINKSLD-06, D4b—
23WHAT WOULD CHANGE THIS CLAIM?An independent re-analysis of Arena data—
24PUBLICATION STATUSELIGIBLE WITH SOURCE-POSITION QUALIFIERstate: ELIGIBLE · qualifiers: SOURCE_POSITION
25RECORDED DATE2026-10-15—

Field 22 references resolved against Field Map v0.2: LD-06 (LIVING_DEBATE); D4b (SUB_AREA)

Cited by Living Debate versions

Research-of-record provenance

Materialized by sociolens-materializer 0.6.0 at 2026-09-28T20:00:00.000Z; normalization contract SocioLens — Claim Value Vocabulary v1.0.2 — Pre-Spike Materialization Contract (v1.0.2). Content seal SHA-256 3fa8acabb4236748fd2ba4dd41ae5a7002b29b94ddcf50a1681b3b22b289d90a.

Repository-authored inputs (not Drive exports)

  • SocioLens claim — LD06-SL-C16 v1.0 (v1.0) — written in the SocioLens repository by Project Lead (Claude, AI) on 2026-10-15; no Drive identity exists. Authority: AGENTS.md "Authority" (the Project Lead decides research content within the research-integrity rules) and the Owner's choice in the SocioLens project chat on 15 October 2026 to build the LD-06 debate; a new Claim, first version, written from the project's LD-06 source notes, checked against full texts or official abstracts. Block “ENTRY 16 — LD06-SL-C16” SHA-256 f06a2973673f48ebd79ab4e60cd3b0f050a10e60a345c05adc0117283bf49b11; fixture fixtures/authored/claims/LD06-SL-C16--v1.0.

Builder decisions (not Drive data)

  • VERSION = v1.0 — basis: Claim version taken from the repository-authored claim fixture version (SocioLens claim — LD06-SL-C16 v1.0); the first version of a new Claim of the LD-06 debate
  • CURRENT_POINTER = true — basis: repository-authored claim "SocioLens claim — LD06-SL-C16 v1.0" (Project Lead (Claude, AI), 2026-10-15); basis: AGENTS.md "Authority" (the Project Lead decides research content within the research-integrity rules) and the Owner's choice in the SocioLens project chat on 15 October 2026 to build the LD-06 debate; a new Claim, first version, written from the project's LD-06 source notes, checked against full texts or official abstracts
  • FIELD_6_SOURCE_REFERENCE = SRC-SL-LMARENA-RESPONSE-LEADERBOARD-ILLUSION-2025-05-09--v1.0 — basis: field 6 of ENTRY 16 — LD06-SL-C16 cites "LMArena, “Our Response to ‘The Leaderboard Illusion’ Writeup,” Arena blog, 9 May 2025 (updated 13 June 2025)"; the only field-6 segment of this ClaimVersion's repository-authored ledger block.
  • SOURCE_PROVENANCE_PIN = SRC-SL-LMARENA-RESPONSE-LEADERBOARD-ILLUSION-2025-05-09--v1.0 — basis: explicit version-pinned public provenance of this ClaimVersion (Amendment v1.2 §6): the pinned field-6 Source record "LMArena, “Our Response to ‘The Leaderboard Illusion’ Writeup,” Arena blog, 9 May 2025 (updated 13 June 2025)".