Direction, evidence grade, and study type are AI-generated labels (gpt-5-mini), not human-verified. Syntheses are LLM-written. "Tensions" are machine-detected candidates, not confirmed contradictions. A research-acceleration tool, not peer review.
How this is built →
2Distinct papers
34Unique collaborators
2/2Semantic Scholar citation coverage
Publication span: 2026. Corpus fetch span: 2026.
Identity provenance
Provider IDs
- Semantic Scholar:
2383302407
ORCID evidence
No valid ORCID is stored.
Observed aliases (1)
- Rui Meng (semantic scholar, provider refresh)
Topics and outcomes in this view
Assessment themes
- Productivity: 2 papers
- Governance: 1 paper
- Human Ai Collab: 1 paper
- Innovation: 1 paper
- Labor Markets: 1 paper
Claim outcomes
- Research Productivity: 2 papers
- Other: 2 papers
- Organizational Efficiency: 1 paper
- Task Completion Time: 1 paper
- Adoption Rate: 1 paper
- Output Quality: 1 paper
Papers in the Semantic Scholar view
Latest stored Semantic Scholar author observations only. Citation counts below are from the same provider and are not combined with other services.
Scroll the table horizontally to see every column.
| Paper | Author evidence | Date | Provider citations |
|---|---|---|---|
| AI is shifting from isolated assistance to coordinating entire research workflows, promising faster and more hybridized science; but autonomy currently only looks credible in structured, rapidly verifiable domains, with reproducibility, provenance, validation, and accountability still anchoring humans to the loop.arxiv | Rui Meng provider id |
2026-05-22 | 4 |
| An LLM-driven synthesis system shrinks months of expert formal-verification work to hours: IDS fully implements and verifies seven distributed key-value-store specs in ~6.8 hours at $106 each, outperforming prior coding agents and producing implementations up to three times faster than published verified systems.arxiv | Rui Meng provider id |
2026-05-22 | 0 |
Citation observation summary
Semantic Scholar supplied counts for 2 of 2 papers in this view; 0 are missing. The observed paper counts sum to 4 cumulative citations. This is a coverage summary, not an author score or h-index.