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 →
3Distinct papers
17Unique collaborators
3/3Semantic Scholar citation coverage
Publication span: 2026. Corpus fetch span: 2026.
Identity provenance
Provider IDs
- Semantic Scholar:
2057533178
ORCID evidence
No valid ORCID is stored.
Observed aliases (1)
- Fei Xiao (semantic scholar, provider refresh)
Topics and outcomes in this view
Assessment themes
- Productivity: 3 papers
- Adoption: 2 papers
- Innovation: 1 paper
Claim outcomes
- Firm Revenue: 3 papers
- Other: 1 paper
- Decision Quality: 1 paper
- Adoption Rate: 1 paper
- Firm Productivity: 1 paper
- Market Structure: 1 paper
- Organizational Efficiency: 1 paper
- Output Quality: 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 |
|---|---|---|---|
| An LLM-driven pricing agent lifted gross merchandise value by 13.2% and improved ROI by 7.6% in a two-week randomized trial on Tao Factory, delivering interpretable, long-term-value-aligned price recommendations.arxiv | Fei Xiao provider id |
2026-06-25 | 0 |
| A new auto-bidding system that pairs directed exploration with a safety fallback lifts advertising performance: live Taobao tests show a 4.10% increase in ad GMV and a 3.52% rise in ad ROI while also raising clicks and spend.arxiv | Fei Xiao provider id |
2026-05-19 | 0 |
| A multi-value-aware retrieval system on Taobao lifted new-item sales by 5.3% and nudged overall search GMV up 0.3% by trading immediate conversions for longer‑term item growth using counterfactual LTV estimates and policy-aware training.arxiv | Fei Xiao provider id |
2026-05-18 | 1 |
Citation observation summary
Semantic Scholar supplied counts for 3 of 3 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.