Preview: not announced. Search engines asked not to index.

Bavaresco, Bernardi, Bertolazzi, Elliott, Fernández, Gatt et al., “LLMs instead of Human Judges? A Large Scale Empirical Study across 20 NLP Evaluation Tasks,” ACL 2025, arXiv:2406.18403

Source SRC-SL-BAVARESCO-ET-AL-JUDGE-BENCH-ACL-2025

Open the original (arXiv; link checked 2026-10-19)

Type of source
Peer-reviewed conference paper
Institutional position
Independent academic (mostly European universities)

Version

This is the current version, v1.0. Earlier versions stay available, and their records never change.

Versions: v1.0 · current

Claims that cite this source

Raw record: coded values of this source record
Source class (bibliographic)
PEER_REVIEWED_CONFERENCE_PAPER
Source-level roles
none
Visibility
PUBLIC_REFERENCE
Registry section
none
Registry “Linked claim” (logical Claim identity; never a pinned version)
LD06-SL-C18
Cited in field 6 of
LD06-SL-C18--v1.0
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 b0647df72b3c0434de711db0892ecf813adf90cd4caa21bfe2cf074886fd7b1a.

Repository-authored inputs (not Drive exports)

  • SocioLens claim — LD06-SL-C18 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 18 — LD06-SL-C18” SHA-256 f9e2b7fcd3eaf219c1ccd35f42cd1330ba8cefd7f8f5a0540433c37815937012; fixture fixtures/authored/claims/LD06-SL-C18--v1.0.

Builder decisions (not Drive data)

  • VERSION = v1.0 — basis: First SocioLens materialized record for this Source identity; no predecessor record exists (Publication System Amendment v1.2 §4). SocioLens Source-record version, not the external source's edition, revision or version of record.
  • CURRENT_POINTER = true — basis: Publication System Amendment v1.2 §4: the sole SocioLens record version for this Source identity; the materialization manifest explicitly designates SRC-SL-BAVARESCO-ET-AL-JUDGE-BENCH-ACL-2025--v1.0 current.
  • VISIBILITY = PUBLIC_REFERENCE — basis: Explicit public provenance selection by LD06-SL-C18--v1.0 (explicit version-pinned public provenance of this ClaimVersion (Amendment v1.2 §6): the pinned field-6 Source record "Bavaresco, Bernardi, Bertolazzi, Elliott, Fernández, Gatt et al., “LLMs instead of Human Judges? A Large Scale Empirical Study across 20 NLP Evaluation Tasks,” ACL 2025, arXiv:2406.18403".) (Amendment v1.2 §4, §6).