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
45Unique collaborators
2/2Semantic Scholar citation coverage
Publication span: 2026. Corpus fetch span: 2026.
Identity provenance
Provider IDs
- Semantic Scholar:
2395712177
ORCID evidence
No valid ORCID is stored.
Observed aliases (1)
- Suozhi Huang (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
- Adoption Rate: 1 paper
- Ai Safety And Ethics: 1 paper
- Organizational Efficiency: 1 paper
- Research Productivity: 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 |
|---|---|---|---|
| Autonomous language-model research agents discover tradable signals: a crypto factor pool achieves IC ≈0.19 and an equity model outperforms a GRU (IC 0.0843 vs 0.0613), producing a held-out long/short strategy with Sharpe up to 2.50 and walk-forward ≈2.0.arxiv | Suozhi Huang provider id |
2026-08-13 | 0 |
| A specialized live benchmark shows state-of-the-art agentic LLMs handle open-domain search but lack the accuracy and domain grounding required for high-value vertical prediction tasks such as market forecasting, supply-chain demand, epidemic tracking and disaster monitoring; the gap raises caution for immediate industrial deployment.arxiv | Suozhi Huang provider id |
2026-01-18 | 7 |
Citation observation summary
Semantic Scholar supplied counts for 2 of 2 papers in this view; 0 are missing. The observed paper counts sum to 7 cumulative citations. This is a coverage summary, not an author score or h-index.