Whether an LLM can replace human annotation is a task-specific empirical proposition that can sometimes be justified with an explicit statistical replacement test; it is not a general property of LLMs.

SocioLens project,

Claim LD07-HQ-C03 (v1.0)

Provenance and status

Claim type: Fact and Interpretation
Publication status: Eligible for publication
Verification state: Checked against the primary source. Who checked this claim is not recorded for it; claim checks so far were AI-led, and no person has checked claims against their sources.
Does not license: General human replacement; transfer across domains/versions
Limitations: Few directly social-science constructs; tested model set
Source (as cited): Calderon, Reichart & Dror, “The Alternative Annotator Test for LLM-as-a-Judge,” ACL 2025
Source type: Peer-reviewed conference paper (recorded as “Peer-reviewed conference paper”)
Institutional position: Independent academic
Maturity of the evidence: Rapidly maturing evidence
Recorded date: 25 September 2026
Currentness / correction: This is the current version. No correction or concern is recorded on its sources.

Sources this version cites

Calderon, Reichart & Dror, “The Alternative Annotator Test for LLM-as-a-Judge,” ACL 2025 (Peer-reviewed conference paper)
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Version

This page shows version v1.0. Its record never changes, even when newer evidence arrives; the site may add a note to the page or withhold a figure not cleared for public use.

This pinned version is also the current version.

Versions: v1.0 · current

Raw record: every recorded field, with its coded values

All 25 canonical Claim fields, verbatim, with the coded values derived from them. The plain-language labels above are read from these.

Claim type (coded): FACT + INTERPRETATION (as printed: “FACT + INTERPRETATION”)
Publication status (coded): ELIGIBLE (as printed: “ELIGIBLE”)
Verification state (coded): CONTENT_VERIFIED_PRIMARY
Source type (coded): PEER_REVIEWED_CONFERENCE_PAPER
Maturity (coded): RAPIDLY_MATURING

#	Canonical field	Canonical value (verbatim)	Normalized (Claim Value Vocabulary v1.0.2)
1	CLAIM ID	LD07-HQ-C03	—
2	PUBLIC-FACING CLAIM	Whether an LLM can replace human annotation is a task-specific empirical proposition that can sometimes be justified with an explicit statistical replacement test; it is not a general property of LLMs.	—
3	CLAIM TYPE	FACT + INTERPRETATION	base_types: FACT, INTERPRETATION
4	RESEARCH STRAND	B — LLM-as-judge/evaluation	—
5	MATURITY	RAPIDLY MATURING	states: RAPIDLY_MATURING
6	SOURCE	Calderon, Reichart & Dror, “The Alternative Annotator Test for LLM-as-a-Judge,” ACL 2025	source_ids: SRC-LD07-CALDERON-ALTERNATIVE-ANNOTATOR-2025
7	SOURCE TYPE	Peer-reviewed conference paper	classes: PEER_REVIEWED_CONFERENCE_PAPER
8	INSTITUTIONAL POSITION	Independent academic	—
9	SCOPE	10 language/vision-language datasets	—
10	DESIGN	Alternative annotator statistical test with leave-one-annotator logic/FDR control	—
11	SAMPLE / DATASET	10 datasets	—
12	MODEL / TOOL / VERSION	6 LLMs incl. GPT-4o; 4 prompting techniques	—
13	COMPARATOR	Human annotators	—
14	MAIN RESULT	LLMs can sometimes replace humans; closed-source models passed more often than tested open models; prompting matters	—
15	INFERENTIAL TARGET	Task-specific annotator replacement	—
16	DOES NOT LICENSE	General human replacement; transfer across domains/versions	—
17	VERIFICATION STATE	CLEARED	state: CONTENT_VERIFIED_PRIMARY · verified_by: UNKNOWN
18	LIMITATIONS	Few directly social-science constructs; tested model set	—
19	CONTRADICTORY / SUPPORTING SOURCES	Nakamura supports narrow equivalence; Yang/Baumann caution downstream transfer	—
20	GEOGRAPHY / LANGUAGE	Primarily English benchmark tasks	—
21	DISTRIBUTIONAL LEDGER	No subgroup replacement guarantee	—
22	R01 / FIELD-MAP LINKS	D4b, D9, R-1	—
23	WHAT WOULD CHANGE THIS CLAIM?	Failure of replacement test under independent replications or stronger construct-level validation frameworks	—
24	PUBLICATION STATUS	ELIGIBLE	state: ELIGIBLE
25	RECORDED DATE	2026-09-25	—

Field 22 references resolved against Field Map v0.2: D4b (SUB_AREA); D9 (DOMAIN); R-1 (LENS)

The sources as recorded, with their record IDs and coded source types:

Pinned Sources (field 6, version-specific)

“Calderon, Reichart & Dror, “The Alternative Annotator Test for LLM-as-a-Judge,” ACL 2025” → Calderon et al. (2025), “The Alternative Annotator Test…” (SRC-LD07-CALDERON-ALTERNATIVE-ANNOTATOR-2025--v1.0) — Calderon, Reichart & Dror, “The Alternative Annotator Test for LLM-as-a-Judge,” ACL 2025; class PEER_REVIEWED_CONFERENCE_PAPER (explicit public provenance pin)

Cited by Living Debate versions

AI in the research apparatus (v0.1) LD-07
AI in the research apparatus (v0.2) LD-07

Cite this page

SocioLens project. (2026, September 25). Whether an LLM can replace human annotation is a task-specific empirical proposition that can sometimes be justified with an explicit statistical replacement test; it is not a general property of LLMs [Claim LD07-HQ-C03, version v1.0]. SocioLens. https://sociolens-web.pages.dev/claims/ld07-hq-c03/v1.0/

@misc{sociolens_ld07_hq_c03_v1_0,
  author = {{SocioLens project}},
  title = {Whether an LLM can replace human annotation is a task-specific empirical proposition that can sometimes be justified with an explicit statistical replacement test; it is not a general property of LLMs.},
  year = {2026},
  date = {2026-09-25},
  howpublished = {\url{https://sociolens-web.pages.dev/claims/ld07-hq-c03/v1.0/}},
  note = {Claim LD07-HQ-C03, version v1.0}
}

The link points to this version, whose record never changes. For a finding, cite the original study as well: SocioLens summarizes research and does not replace it.

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 6139765ca29c54aa9c36e56de42624ad2c1ea0db9b15c09f0722ca9342a4d82b.

Frozen Drive-derived inputs

R03 — LD-07 Canonical Claim Ledger v1.0 — LOCKED (v1.0) — Drive ID 1xVz_LrQAA8EA1tPhVWIrDgOUU3Zidlg9; revision: NOT_EXPOSED_BY_DRIVE_TEXT_EXPORT; Drive modified 2026-09-29T04:31:14.120Z; block “ENTRY 03 — LD07-HQ-C03” SHA-256 8062fa5c8cd3c6ffcc98b5911792380ffd838e34d5424f64c2fb488713ca5ae3; SocioLens — Programme Status & Authority Register v0.6 status “CURRENT.”; frozen fixture fixtures/frozen/r03-ld07-claim-ledger-v1.0-canonical.

Builder decisions (not Drive data)

VERSION = v1.0 — basis: Claim version taken from the canonical ledger artifact version (R03 — LD-07 Canonical Claim Ledger v1.0); Implementation Architecture Selection §5
CURRENT_POINTER = true — basis: SocioLens — Programme Status & Authority Register v0.6 status for "R03 — LD-07 Canonical Claim Ledger v1.0 — LOCKED": "CURRENT."
FIELD_6_SOURCE_REFERENCE = SRC-LD07-CALDERON-ALTERNATIVE-ANNOTATOR-2025--v1.0 — basis: field 6 of ENTRY 03 — LD07-HQ-C03 cites "Calderon, Reichart & Dror, “The Alternative Annotator Test for LLM-as-a-Judge,” ACL 2025"; the frozen field-6 segment of this ClaimVersion's ledger block; Drive-derived identity authority (Issue #39 Source inventory): Batch 04 §3; ledger C03/C13; KEY EVIDENCE.
SOURCE_PROVENANCE_PIN = SRC-LD07-CALDERON-ALTERNATIVE-ANNOTATOR-2025--v1.0 — basis: Issue #5 proof rendering (Architecture Proof Protocol v0.1 AP-08 / Amendment v1.2 §6): explicit version-pinned public provenance of this ClaimVersion — the pinned field-6 Source record "Calderon, Reichart & Dror, “The Alternative Annotator Test for LLM-as-a-Judge,” ACL 2025"; Drive-derived identity authority (Issue #39 Source inventory): Batch 04 §3; ledger C03/C13; KEY EVIDENCE.