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
10Unique collaborators
2/2Semantic Scholar citation coverage
Publication span: 2026. Corpus fetch span: 2026.
Identity provenance
Provider IDs
- Semantic Scholar:
2297672250
ORCID evidence
No valid ORCID is stored.
Observed aliases (1)
- Roger Zimmermann (semantic scholar, provider refresh)
Topics and outcomes in this view
Assessment themes
- Human Ai Collab: 2 papers
- Adoption: 1 paper
- Governance: 1 paper
Claim outcomes
- Output Quality: 1 paper
- Regulatory Compliance: 1 paper
- Organizational Efficiency: 1 paper
- Other: 1 paper
- Ai Safety And Ethics: 1 paper
- Governance And Regulation: 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 |
|---|---|---|---|
| Large language models can broker efficient natural-language supplier contracts in stable settings but struggle under uncertainty: in high-stochasticity environments negotiated agreements are often unsatisfiable or not mutually beneficial, and agents commonly breach contracts during execution, undermining trust unless explicitly prompted to cooperate.arxiv | Roger Zimmermann provider id |
2026-08-11 | 0 |
| A new benchmark finds AI research agents can name financial formulas but struggle to build indicators end-to-end: across 3,350 tasks in US and Chinese markets agents reach only around 40% correct final answers, with data collection and macroeconomic indicators the biggest bottlenecks.arxiv | Roger Zimmermann provider id |
2026-08-01 | 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 0 cumulative citations. This is a coverage summary, not an author score or h-index.