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
29Unique collaborators
2/2Semantic Scholar citation coverage
Publication span: 2026. Corpus fetch span: 2026.
Identity provenance
Provider IDs
- Semantic Scholar:
2382740497
ORCID evidence
No valid ORCID is stored.
Observed aliases (1)
- Jia Liu (semantic scholar, provider refresh)
Topics and outcomes in this view
Assessment themes
- Human Ai Collab: 2 papers
- Productivity: 2 papers
- Governance: 1 paper
- Inequality: 1 paper
Claim outcomes
- Decision Quality: 2 papers
- Output Quality: 1 paper
- Other: 1 paper
- Adoption Rate: 1 paper
- Inequality: 1 paper
- Market Structure: 1 paper
- Organizational Efficiency: 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 |
|---|---|---|---|
| Large language models produce one-page research plans that expert reviewers judge comparable to human-authored drafts, but state-of-the-art AI reviewers both perfectly detect authorship and assign substantially higher quality scores to AI-written proposals, flagging risks for AI-assisted proposal preparation and review processes.arxiv | Jia Liu provider id |
2026-07-28 | 0 |
| A simulated economy of LLM agents with hierarchical planning and persistent memory sustains autonomous market activity and reproduces heavy-tailed returns and volatility clustering, while gated education and access constraints generate persistent wealth stratification; simplified planners match narrow tasks but the full design is more robust for long-horizon objectives.arxiv | Jia Liu provider id |
2026-02-11 | 2 |
Citation observation summary
Semantic Scholar supplied counts for 2 of 2 papers in this view; 0 are missing. The observed paper counts sum to 2 cumulative citations. This is a coverage summary, not an author score or h-index.