Claim LD07-HQ-C03 (v1.0)
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.
Research opportunities this claim motivates
What this claim leaves open for research. Each is a hypothesis about a gap, not a finding.
- Do LLM judges inflate the quality of AI-written deliberation?Replacing human judgement is a task-specific claim that has to be tested, not assumed.
- Does "LLMs can replace coders" depend on which humans you compare with?Replacement is a task-specific statistical test result.
Provenance and status
- Claim type
- FACT + INTERPRETATION (as printed: “FACT + INTERPRETATION”)
- Publication status
- ELIGIBLE (as printed: “ELIGIBLE”)
- Verification state
- CONTENT_VERIFIED_PRIMARY (as printed: “CLEARED”; verified by: UNKNOWN)
- Does not license
- General human replacement; transfer across domains/versions
- Source (field 6, as printed)
- Calderon, Reichart & Dror, “The Alternative Annotator Test for LLM-as-a-Judge,” ACL 2025
- Source type (field 7)
- PEER_REVIEWED_CONFERENCE_PAPER (as printed: “Peer-reviewed conference paper”)
- Institutional position
- Independent academic
- Maturity (claim evidence / publication maturity)
- RAPIDLY_MATURING (as printed: “RAPIDLY MATURING”)
- Recorded date
- 2026-09-25
- Currentness / correction
- This is the current version. No correction or concern relation is recorded on its Sources.
Version
Current version v1.0, resolved through the explicit current pointer CLAIM--LD07-HQ-C03.
Pinned Sources (field 6, version-specific)
- “Calderon, Reichart & Dror, “The Alternative Annotator Test for LLM-as-a-Judge,” ACL 2025” → 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)
Read the originals
- SRC-LD07-CALDERON-ALTERNATIVE-ANNOTATOR-2025: open the original
All 25 canonical Claim fields (raw values and normalized values)
| # | 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)
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 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-2568062fa5c8cd3c6ffcc98b5911792380ffd838e34d5424f64c2fb488713ca5ae3; SocioLens — Programme Status & Authority Register v0.6 status “CURRENT.”; frozen fixturefixtures/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.