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
52Unique collaborators
2/2Semantic Scholar citation coverage
Publication span: 2026. Corpus fetch span: 2026.
Identity provenance
Provider IDs
- Semantic Scholar:
2294523552
ORCID evidence
No valid ORCID is stored.
Observed aliases (1)
- Jiaheng Liu (semantic scholar, provider refresh)
Topics and outcomes in this view
Assessment themes
- Human Ai Collab: 2 papers
- Productivity: 2 papers
- Adoption: 1 paper
- Innovation: 1 paper
Claim outcomes
- Output Quality: 2 papers
- Other: 2 papers
- Adoption Rate: 2 papers
- Firm Revenue: 1 paper
- Error Rate: 1 paper
- Task Completion Time: 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 |
|---|---|---|---|
| State-of-the-art AI agents make substantial partial progress but complete fewer than one-third of real, market-validated workflows; shortcomings in complex instruction-following and domain expertise keep many professional deliverables out of reliable reach.arxiv | Jiaheng Liu provider id |
2026-08-18 | 0 |
| EcoGym, a new open benchmark for long-horizon economic decision-making, finds that leading LLM agents fail to consistently deliver robust business outcomes: across three simulated marketplaces no model dominates and agents typically sacrifice strategic coherence for execution efficiency (or vice versa), producing substantial performance shortfalls.arxiv | Jiaheng Liu provider id |
2026-02-10 | 1 |
Citation observation summary
Semantic Scholar supplied counts for 2 of 2 papers in this view; 0 are missing. The observed paper counts sum to 1 cumulative citations. This is a coverage summary, not an author score or h-index.