llm-obsidian-content

"Generative wiki" rabbit hole conversations projected into a knowledge garden

https://github.com/dmarx/llm-obsidian-content

Science Score: 44.0%

This score indicates how likely this project is to be science-related based on various indicators:

✓
CITATION.cff file
Found CITATION.cff file
✓
codemeta.json file
Found codemeta.json file
✓
.zenodo.json file
Found .zenodo.json file
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DOI references
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Academic links in README
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Academic email domains
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Institutional organization owner
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JOSS paper metadata
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Scientific vocabulary similarity
Low similarity (0.2%) to scientific vocabulary

Last synced: 6 months ago · JSON representation ·

Repository

"Generative wiki" rabbit hole conversations projected into a knowledge garden

Basic Info

Host: GitHub
Owner: dmarx
Default Branch: main
Size: 19.5 MB

Statistics

Stars: 0
Watchers: 0
Forks: 0
Open Issues: 0
Releases: 0

Created 7 months ago · Last pushed 7 months ago

Metadata Files

Changelog Contributing Audit Citation Security Support Governance

Owner

Name: David Marx
Login: dmarx
Kind: user
Location: Seattle, WA
Company: Stability.ai, Eleuther.ai

Website: http://dmarx.github.io
Twitter: DigThatData
Repositories: 226
Profile: https://github.com/dmarx

Engineer / Machine Learning Researcher interested in deep learning, probabilistic ML, generative models, multi-modal SSL, visual understanding, geometric

Citation (citation intent taxonomy.md)

---
date: '2024-11-28T19:46:29.411519Z'
tags:
- autogenerated
- source__claude
- conversation_id__3cd80afe-4f42-4110-a989-afd7d7eaaf33
- msg_e78175a0-d568-4bed-99f2-72f54d23b4b6
- msg_11625774-067f-4838-9465-b55309467b7d
- colorclass/research-knowledge-graph-schema
title: citation intent taxonomy
---

**USER**

elaborate on the notion of "citation intents"


**ASSISTANT**

# Citation Intent Taxonomy

## Core Intent Categories
```
Citation_Intent = {
  background: {
    type: "Uses",  // References prior work/concepts
    subtypes: ["Definition", "Problem_Statement"]
  },
  method: {
    type: "Builds_On",  // Extends/modifies prior work
    subtypes: ["Uses_Method", "Adapts_Method"]
  },
  result: {
    type: "Compares",  // Empirical comparison
    subtypes: ["Outperforms", "Validates", "Contradicts"]
  },
  motivation: {
    type: "Identifies_Gap", // Problem statements
    subtypes: ["Limitation", "Open_Question"]
  }
}
```

## Example from ML Literature
```
Paper: "Vision Transformer"
Citations: {
  "Attention Is All You Need": {
    intent: "method.Uses_Method",
    context: "We adapt the Transformer architecture..."
  },
  "ResNet": {
    intent: "result.Outperforms",
    context: "ViT achieves 88.5% accuracy compared to ResNet's 85.8%"
  },
  "CNN Inductive Bias": {
    intent: "motivation.Limitation",
    context: "CNNs have inherent limitations due to local receptive fields"
  }
}
```

This system enables analyzing research lineage but lacks granularity for tracking specific claims or theoretical developments.


---

preceding: [[tell me more about the claim tracking in semantic scholar]]

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