fetch-llm-papers SKILL.md skillA

fetch-llm-papers from kimtth/azure-openai-llm-notes is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add kimtth/azure-openai-llm-notes/fetch-llm-papers@git:20260929.e51f396

Pins git:20260929.e51f396 in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
kimtth/azure-openai-llm-notes
Path
.agent/skills/fetch-llm-papers/SKILL.md
Versions recorded
2
Latest version
git:20260929.e51f396, committed Sep 29, 2026
First version recorded
Aug 3, 2026
Size
1,923 bytes
Repository stars
410
License
none declared

Refresh the LLM landscape paper pool (section/x_llm_papers.md) with fetch_llm_papers.py. USE FOR: refreshing citation counts or expanding topic coverage. DO NOT USE FOR: hand-curated entries (use add-new-entry-from-temp-md) or best_practices.md citation counts (use update-cite-count).

Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.

What the file says

`section/x_llm_papers.md` is a generated list of CS papers with at least 150 citations, ranked by citation count via Semantic Scholar. `models_research.md` links to it. Do not edit it by hand.

## Commands

```powershell
# Routine refresh of existing papers (no search queries)
.venv\Scripts\python.exe code/fetch_llm_papers.py --refresh-existing --min-citations 150

# Full re-fetch of all topics (required after editing TOPICS)
.venv\Scripts\python.exe code/fetch_llm_papers.py --reset --min-citations 150 --top-n 50

# Resume after a 429 or [pause]: rerun WITHOUT --reset
.venv\Scripts\python.exe code/fetch_llm_papers.py --min-citations 150 --top-n 50

# Re-tag topics locally, no API calls
.venv\Scripts\python.exe code/fetch_llm_papers.py --annotate-existing --min-citations 150

# Only some topics (substring match)
.venv\Scripts\python.exe code/fetch_llm_papers.py --topics "PEFT" "Reasoning"
```

Set `$env:S2_API_KEY` if available. On rate limits, lower `--batch-size` or raise `--request-delay`. Run with `--help` for other options.

## Topics
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add kimtth/azure-openai-llm-notes/fetch-llm-papers@sha256:f732514389e5f16f

The line at the top of this page pins the label git:20260929.e51f396, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.

Badge

mdr badge

[![mdr](https://markdownregistry.com/badge/art_erjiyagit44fdeqt.svg)](https://markdownregistry.com/a/art_erjiyagit44fdeqt)

2 badge image fetches in 30 days. What the badge shows.

Versions

The registry has recorded 2 versions of this file, between Aug 3, 2026 and Sep 29, 2026, about one every 57 days.

versioncommittedcommitsizeaudit
git:20260929.e51f396 latest2026-09-29 e51f396 1,923 BA view · diff
git:20260803.ce45f462026-08-03 ce45f46 10,027 BA view

Audit of the latest version

A  17 of 17 checks passed. Fixed automatic checks with no AI involved, so the same checks give the same answer every run.
  • pass: Frontmatter block present
  • pass: Frontmatter declares a name
  • pass: Frontmatter declares a description
  • pass: Size between 200 bytes and 200 KB (1923 bytes)
  • pass: No zero-width or bidi control characters
  • pass: No instruction hidden inside an HTML comment
  • pass: No link to an exfiltration or paste host
  • pass: No credential-shaped string
  • pass: No instruction to send local credentials anywhere
  • pass: No text hidden with inline styles
  • pass: No prompt-injection phrasing
  • pass: No curl or wget piped into a shell
  • pass: No recursive delete of root, home or parent
  • pass: No instruction to read or print local credentials
  • pass: No base64 blob over 200 characters
  • pass: No link to a raw IP address
  • pass: No script tag

Source

GitHub

kimtth/azure-openai-llm-notes · 410 stars · license none declared · pushed 2026-10-21 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_erjiyagit44fdeqt
GET https://markdownregistry.com/api/v1/resolve?ref=kimtth/azure-openai-llm-notes/fetch-llm-papers
GET https://markdownregistry.com/api/v1/blob/f732514389e5f16fe00cc7466168e1b1bacb04a62f33da175584d50a756a5e95

Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.

Guides: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.

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