Claim LD09-SL-C19 (v1.0)
In a blind review by 79 NLP researchers, research ideas from a language-model agent were rated more novel than ideas from experts (5.64 against 4.84 on a 10-point scale) and slightly weaker on feasibility; but of 4,000 seed ideas the agent generated per topic, only about 200 were not duplicates.
Provenance and status
- Claim type
- ESTIMATE (as printed: “ESTIMATE”)
- Publication status
- ELIGIBLE (SOURCE_POSITION) (as printed: “ELIGIBLE WITH SOURCE-POSITION QUALIFIER”)
- Verification state
- CONTENT_VERIFIED_PRIMARY (PREPRINT) (as printed: “CONTENT VERIFIED PREPRINT”; verified by: UNKNOWN)
- Does not license
- That the ideas would work when carried out (see LD09-SL-C20)
- Source (field 6, as printed)
- Si, Yang & Hashimoto, “Can LLMs Generate Novel Research Ideas? A Large-Scale Human Study with 100+ NLP Researchers,” ICLR 2025, arXiv:2409.04109
- Source type (field 7)
- PEER_REVIEWED_CONFERENCE_PAPER (as printed: “Peer-reviewed conference paper”)
- Institutional position
- Independent academic (Stanford University); the idea-generating agent runs on an Anthropic model
- Maturity (claim evidence / publication maturity)
- EMERGING (as printed: “EMERGING”)
- Recorded date
- 2026-10-15
- 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--LD09-SL-C19.
Pinned Sources (field 6, version-specific)
- “Si, Yang & Hashimoto, “Can LLMs Generate Novel Research Ideas? A Large-Scale Human Study with 100+ NLP Researchers,” ICLR 2025, arXiv:2409.04109” → SRC-SL-SI-YANG-HASHIMOTO-ICLR-2025--v1.0 — Si, Yang & Hashimoto, “Can LLMs Generate Novel Research Ideas? A Large-Scale Human Study with 100+ NLP Researchers,” ICLR 2025, arXiv:2409.04109; class PEER_REVIEWED_CONFERENCE_PAPER (explicit public provenance pin)
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 | LD09-SL-C19 | — |
| 2 | PUBLIC-FACING CLAIM | In a blind review by 79 NLP researchers, research ideas from a language-model agent were rated more novel than ideas from experts (5.64 against 4.84 on a 10-point scale) and slightly weaker on feasibility; but of 4,000 seed ideas the agent generated per topic, only about 200 were not duplicates. | — |
| 3 | CLAIM TYPE | ESTIMATE | base_types: ESTIMATE |
| 4 | RESEARCH STRAND | B — Creative work, writing and ideas | — |
| 5 | MATURITY | EMERGING | states: EMERGING |
| 6 | SOURCE | Si, Yang & Hashimoto, “Can LLMs Generate Novel Research Ideas? A Large-Scale Human Study with 100+ NLP Researchers,” ICLR 2025, arXiv:2409.04109 | source_ids: SRC-SL-SI-YANG-HASHIMOTO-ICLR-2025 |
| 7 | SOURCE TYPE | Peer-reviewed conference paper | classes: PEER_REVIEWED_CONFERENCE_PAPER |
| 8 | INSTITUTIONAL POSITION | Independent academic (Stanford University); the idea-generating agent runs on an Anthropic model | — |
| 9 | SCOPE | Research ideas on prompting in natural language processing | — |
| 10 | DESIGN | Blind comparison of expert-written and agent-generated ideas, with a duplication analysis of the agent’s output | — |
| 11 | SAMPLE / DATASET | 49 ideas per condition; 79 expert reviewers | — |
| 12 | MODEL / TOOL / VERSION | An idea-generation agent built on Claude 3.5 Sonnet (June 2024) | — |
| 13 | COMPARATOR | Ideas written by NLP experts | — |
| 14 | MAIN RESULT | Novelty 5.64 (AI) against 4.84 (human), p < 0.05; about 200 non-duplicate ideas among 4,000 generated per topic (similarity threshold 0.8), with non-duplicates plateauing as generation scales | — |
| 15 | INFERENTIAL TARGET | Whether AI-generated research ideas are better individually and how varied they are as a set | — |
| 16 | DOES NOT LICENSE | That the ideas would work when carried out (see LD09-SL-C20) | — |
| 17 | VERIFICATION STATE | CONTENT VERIFIED PREPRINT | state: CONTENT_VERIFIED_PRIMARY · qualifiers: PREPRINT · verified_by: UNKNOWN |
| 18 | LIMITATIONS | One field; ideas judged before execution; the agent runs on an Anthropic model and this debate was drafted by an Anthropic model; read in arXiv version 1 (6 September 2024), which predates the ICLR 2025 acceptance | — |
| 19 | CONTRADICTORY / SUPPORTING SOURCES | Execution reverses the novelty advantage: LD09-SL-C20 | — |
| 20 | GEOGRAPHY / LANGUAGE | Not checked / English | — |
| 21 | DISTRIBUTIONAL LEDGER | Not recorded | — |
| 22 | R01 / FIELD-MAP LINKS | LD-09, D3 | — |
| 23 | WHAT WOULD CHANGE THIS CLAIM? | Replication in other fields and with other models | — |
| 24 | PUBLICATION STATUS | ELIGIBLE WITH SOURCE-POSITION QUALIFIER | state: ELIGIBLE · qualifiers: SOURCE_POSITION |
| 25 | RECORDED DATE | 2026-10-15 | — |
Field 22 references resolved against Field Map v0.2: LD-09 (LIVING_DEBATE); D3 (DOMAIN)
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 f3e5daa91600d2927333b6773c57edfc3efd005399fd8dd90290b84878f45ae1.
Repository-authored inputs (not Drive exports)
- SocioLens claim — LD09-SL-C19 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-09 debate; a new Claim, first version, written from the project's LD-09 source notes, checked against full texts or official abstracts. Block “ENTRY 19 — LD09-SL-C19” SHA-256
9c4d039da114d22fc6ab5d9181562f2d9a17052be36fcce1eed55b2793188926; fixturefixtures/authored/claims/LD09-SL-C19--v1.0.
Builder decisions (not Drive data)
- VERSION = v1.0 — basis: Claim version taken from the repository-authored claim fixture version (SocioLens claim — LD09-SL-C19 v1.0); the first version of a new Claim of the LD-09 debate
- CURRENT_POINTER = true — basis: repository-authored claim "SocioLens claim — LD09-SL-C19 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-09 debate; a new Claim, first version, written from the project's LD-09 source notes, checked against full texts or official abstracts
- FIELD_6_SOURCE_REFERENCE = SRC-SL-SI-YANG-HASHIMOTO-ICLR-2025--v1.0 — basis: field 6 of ENTRY 19 — LD09-SL-C19 cites "Si, Yang & Hashimoto, “Can LLMs Generate Novel Research Ideas? A Large-Scale Human Study with 100+ NLP Researchers,” ICLR 2025, arXiv:2409.04109"; the only field-6 segment of this ClaimVersion's repository-authored ledger block.
- SOURCE_PROVENANCE_PIN = SRC-SL-SI-YANG-HASHIMOTO-ICLR-2025--v1.0 — basis: explicit version-pinned public provenance of this ClaimVersion (Amendment v1.2 §6): the pinned field-6 Source record "Si, Yang & Hashimoto, “Can LLMs Generate Novel Research Ideas? A Large-Scale Human Study with 100+ NLP Researchers,” ICLR 2025, arXiv:2409.04109".