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
3Unique collaborators
2/2Semantic Scholar citation coverage
Publication span: 2026. Corpus fetch span: 2026.
Identity provenance
Provider IDs
- Semantic Scholar:
1739171654
ORCID evidence
No valid ORCID is stored.
Observed aliases (1)
- Weilong Zhang (semantic scholar, provider refresh)
Topics and outcomes in this view
Assessment themes
- Human Ai Collab: 2 papers
- Productivity: 2 papers
- Org Design: 1 paper
Claim outcomes
- Output Quality: 2 papers
- Error Rate: 2 papers
- Other: 2 papers
- Research Productivity: 1 paper
- Adoption Rate: 1 paper
- Ai Safety And Ethics: 1 paper
- Governance And Regulation: 1 paper
- Innovation Output: 1 paper
- Organizational Efficiency: 1 paper
- Task Allocation: 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 |
|---|---|---|---|
| Gated human oversight makes LLM-driven economic theory work more auditable and generally more useful: in five matched tasks a gated pAI-Econ-claude workflow cut mean failure severity from 1.58 to 1.16 and raised usefulness from 2.60 to 3.10, with blinded evaluators preferring the gated system in four cases; but scaffolding can also over-constrain models and erase economically important mechanisms.arxiv | Weilong Zhang provider id |
2026-07-23 | 0 |
| A research harness for LLMs slashes AI-assisted research failures—from 72% down to 16%—by preventing models from executing data work and inserting human decision gates; deterministic computation and human checkpoints each improve reliability and together appear complementary.arxiv | Weilong Zhang provider id |
2026-06-11 | 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.