TWBG_Materials/文档润色流和知识库构建流/claude-scholar-upstream/skills/daily-paper-generator/references/keywords.md

General Topic Query Templates

Query construction

Use this template:

<task/problem> + <domain> + <method/constraint>

Examples:

• test-time adaptation + medical imaging + robustness
• multimodal retrieval + biomedicine + contrastive learning
• speech representation + low-resource + self-supervised learning

Topic starters

Machine learning

• test-time adaptation
• domain generalization
• uncertainty estimation
• causal representation learning

Multimodal and language

• multimodal foundation model
• retrieval augmented generation
• vision-language model evaluation
• long-context reasoning

Bio/health

• protein language model
• single-cell foundation model
• computational pathology
• clinical prediction model calibration

Neuroscience / BCI

• EEG decoding
• speech decoding from EEG
• brain-computer interface
• neural signal representation learning

Source-specific tips

arXiv

Search page pattern:

https://arxiv.org/search/?searchtype=all&query=<QUERY>&abstracts=show&order=-announced_date_first

API pattern:

https://export.arxiv.org/api/query?search_query=all:<QUERY>&start=0&max_results=50&sortBy=submittedDate&sortOrder=descending

bioRxiv

Use API by date range and then filter by query text:

https://api.biorxiv.org/details/biorxiv/<FROM_DATE>/<TO_DATE>/<CURSOR>

Example:

https://api.biorxiv.org/details/biorxiv/2026-01-01/2026-04-23/0

Practical defaults

• Query length: 3 to 8 words
• Time range: last 3 months (--months 3)
• Sources: --source both
• Result cap: --max-results 50

Anti-patterns

• Too broad: AI, biology, vision
• Too narrow with hard constraints before retrieval
• Mixing too many unrelated concepts in one query