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
8Unique collaborators
2/2Semantic Scholar citation coverage
Publication span: 2026. Corpus fetch span: 2026.
Identity provenance
Provider IDs
- Semantic Scholar:
2239099410
ORCID evidence
No valid ORCID is stored.
Observed aliases (1)
- Dan Li (semantic scholar, provider refresh)
Topics and outcomes in this view
Assessment themes
- Human Ai Collab: 2 papers
- Org Design: 2 papers
- Productivity: 2 papers
- Adoption: 1 paper
Claim outcomes
- Output Quality: 2 papers
- Other: 1 paper
- Organizational Efficiency: 1 paper
- Team Performance: 1 paper
- Governance And Regulation: 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 |
|---|---|---|---|
| How agent teams are organized matters as much as which model is used: in a deployment‑grounded benchmark, coordination topology altered scores by 30+ points and could double delivery time, with structured pipelines offering the best speed–quality trade‑off and managerial‑heavy modes underperforming.arxiv | Dan Li provider id |
2026-07-30 | 0 |
| Enterprise workflows stump current multimodal LLM agents: on a new 1,756-task benchmark across CRM, ITIL and ERP, top models succeed on under half of tasks, leaving a wide gap to human performance and signalling the need for domain-specific agent development.arxiv | Dan Li provider id |
2026-01-25 | 4 |
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.