A skill your agent uses when positioning a paper against the information-retrieval literature for SIGIR — tracing lineage through SIGIR/TOIS/TREC canon, contrasting mechanisms with the nearest…

MITAuto-check passedResearch & Science

Install Sigir Related Work

skills CLI
$ npx skills add brycewang-stanford/Awesome-Journal-Skills --skill sigir-related-work -a claude-code

Project install by default; add -g for ~/.claude/skills/.

GitHub CLI
$ gh skill install brycewang-stanford/Awesome-Journal-Skills sigir-related-work --agent claude-code

Project scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).

Manual copy
$ git clone --depth 1 https://github.com/brycewang-stanford/Awesome-Journal-Skills.git skills-src && mkdir -p .claude/skills && cp -r skills-src/SIGIR-Skills/skills/sigir-related-work .claude/skills/sigir-related-work && rm -rf skills-src

Use ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.

Claude Code skills documentation · loads skills from .claude/skills/

Facts

Skill name
sigir-related-work
GitHub stars
1.2k
Token cost
~1.7k tokens
SKILL.md length
770 words
Files
1
Skills in repo
2,387
Repo updated
First seen
Licence
MIT

At a glance

A skill your agent uses when positioning a paper against the information-retrieval literature for SIGIR — tracing lineage through SIGIR/TOIS/TREC canon, contrasting mechanisms with the nearest…

  • Positioning a paper against the information-retrieval literature for SIGIR — tracing lineage through SIGIR/TOIS/TREC canon
  • SKILL.md covers The lineage obligation, Venue misattribution: the…, The delta sentence, mechanized and Concurrent and arXiv-era work, plus 4 more sections
  • Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
  • Contrasting mechanisms with the nearest recent SIGIR papers

What it does

Sigir Related Work is an agent skill from brycewang-stanford/Awesome-Journal-Skills. Use when positioning a paper against the information-retrieval literature for SIGIR — tracing lineage through SIGIR/TOIS/TREC canon, contrasting mechanisms with the nearest recent SIGIR papers, avoiding venue misattribution (DPR is EMNLP, ANCE is ICLR, NCF is WWW), and handling arXiv-era concurrent work in a fast-moving field.

Its SKILL.md is about 1.7k tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.

It sits in Research & Science, covering Literature review, Academic paper search and Positioning and messaging. It works with arXiv. The repository describes itself as: Journal-specific Claude Code/Codex skill packs covering mainstream journals — AER, QJE, Nature, Cell, 管理世界, 经济研究 & 200+ more — your fast track to getting published. | 覆盖主流期刊的… The licence is MIT.

When your agent uses it

  • Positioning a paper against the information-retrieval literature for SIGIR — tracing lineage through SIGIR/TOIS/TREC canon
  • Contrasting mechanisms with the nearest recent SIGIR papers
  • Avoiding venue misattribution (DPR is EMNLP
  • Handling arXiv-era concurrent work in a fast-moving field

Example prompts

  • “/sigir-related-work”

What it can do on your machine

Read from SKILL.md and the folder at commit 932eb23. It shows what the files ask for, not the result of running them.

  • Tool permissions

    Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.

    From allowed-tools in the SKILL.md frontmatter.

  • Runs code

    No scripts in the folder and no shell commands in SKILL.md (its code samples are bash).

    From the folder's file list and the shell code blocks in SKILL.md.

  • Network

    No URLs in SKILL.md.

    From URLs in SKILL.md, links to its own repository left out.

  • Credentials

    Names no API keys, tokens, secrets or passwords.

    From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.

Context cost

Sigir Related Work loads about 1.7k tokens when it runs. Until then it costs about 87 tokens; SKILL.md has 770 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~87
When it runs · the whole SKILL.md, loaded when a task matches
~1.7k

Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.

Safety

Auto-check passed

The automated check found no risky patterns in SKILL.md.

Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.

SKILL.md

The full file from brycewang-stanford/Awesome-Journal-Skills at commit 932eb23, republished under its MIT licence (© brycewang-stanford). 770 words, ~1,673 tokens.

Download SKILL.mdSave it as .claude/skills/sigir-related-work/SKILL.md (or your agent's skills folder).
name
sigir-related-work
description
Use when positioning a paper against the information-retrieval literature for SIGIR — tracing lineage through SIGIR/TOIS/TREC canon, contrasting mechanisms with the nearest recent SIGIR papers, avoiding venue misattribution (DPR is EMNLP, ANCE is ICLR, NCF is WWW), and handling arXiv-era concurrent work in a fast-moving field.

At SIGIR, related work is a credibility exam graded by reviewers who may have written the papers you cite. IR is an old field with a living canon: a related-work section that starts retrieval history at BERT signals a visitor from an adjacent community, which primes every other judgment. This skill builds positioning that demonstrates lineage fluency and states the delta mechanically.

The lineage obligation

An IR paper is expected to know which research line it extends and to cite the line's origin plus its current SIGIR-era frontier. The canonical lines and their anchors (all venue-verified — see ../../resources/exemplars/library.md):

LineOrigin anchorWhat your delta sentence must contrast
Probabilistic/lexical rankingRobertson-era BM25 work; Ponte & Croft's language-modeling approach (SIGIR 1998)Which term-weighting/estimation assumption you change
LM smoothing & estimationZhai & Lafferty (SIGIR 2001)Estimation method, prior, or evidence source
Graded evaluationJärvelin & Kekäläinen (SIGIR 2000; nDCG lineage)Which validity gap your metric/protocol closes
Neural re-ranking / late interactionColBERT (SIGIR 2020)Interaction granularity, storage, or supervision
Graph collaborative filteringNGCF (SIGIR 2019), LightGCN (SIGIR 2020)Propagation structure or training signal

You do not cite all lines — you identify yours and prove you know both ends of it.

Venue misattribution: the IR-specific trap

Retrieval's most-cited recent papers are scattered across NLP and ML venues, and misattributing them is a reviewer's one-glance credibility test:

  • DPR (dense passage retrieval): EMNLP 2020, not SIGIR.
  • ANCE: ICLR 2021, not SIGIR.
  • Neural Collaborative Filtering: WWW 2017, not SIGIR (its graph successors NGCF/LightGCN are SIGIR).
  • RankNet: ICML 2005. BERT itself: NAACL 2019.
  • BM25's standard citations are TREC/SIGIR-era Robertson et al. papers, not "the Anserini paper"; cite the toolkit separately when you mean the implementation.
  • Järvelin & Kekäläinen's "Cumulated gain-based evaluation" is TOIS 2002 — the SIGIR 2000 paper is the earlier "highly relevant documents" one; the pair is the classic conference-then-journal split, and conflating them is common and noticed.
bash
# Bibliography audit: flag entries whose venue field is suspiciously vague
grep -nE "booktitle.*(arXiv|CoRR|preprint)" refs.bib      # published since?
grep -nE "@misc|howpublished" refs.bib                     # citing repos as papers?
grep -in "sigir" refs.bib | wc -l                          # lineage presence check

The delta sentence, mechanized

For each of the 3-5 nearest neighbors (not the 30 nearest keywords), write one sentence with three fixed slots: what it does (mechanism, not adjective), what we do differently (mechanism again), what that buys (measured, or honestly "which we test in §5"). Neighbors are papers a reviewer would confuse with yours — the correct list usually includes at least one paper from the last two SIGIR volumes, one from a sibling venue (ECIR/CIKM/WSDM/WWW/RecSys), and one journal or TREC-track antecedent that pre-dates the neural era. Missing that third slot is how "novel" claims collide with 2009.

Concurrent and arXiv-era work

IR moves at preprint speed while SIGIR reviews at conference speed:

  • Sweep arXiv (cs.IR) and the latest SIGIR/ECIR/CIKM accepted-paper lists in the final week before submission; add a "concurrent work" note for anything published after your experiments froze. Reviewers respect the note and punish the silence.
  • Cite preprints as preprints; when a preprint you rely on has since been published, cite the published version — mixed-provenance bibliographies age badly in the version of record.
  • Anonymity interaction: discussing your own preprint must stay third-person and must not make the identification trivial (see sigir-submission).
Show full SKILL.md (268 more words)Show less

Positioning failures that cost accepts

  • The adjacent-community rewrite: framing a retrieval problem entirely in LLM/ agent vocabulary with no IR literature — reviewers read it as "wrong venue."
  • The strawman baseline lineage: citing only pre-neural or untuned versions of the line you claim to beat.
  • The enumeration: three paragraphs of "X did A. Y did B." with no contrast work — spends budget without answering "so what is new?"
  • The self-citation cluster: heavy self-lineage both risks anonymity and reads as insularity; balance against external anchors.
  • TREC blindness: proposing an evaluation methodology or task without checking whether a TREC/NTCIR/CLEF track already operationalized it.

The reviewer-eye test

Before freezing the section, simulate the three reads it will get:

  • The 30-second AC skim: do the paragraph topic sentences alone convey "line identified, frontier known, delta stated"? If the deltas hide mid-paragraph, surface them.
  • The competitor's read: the author of your nearest neighbor may be R2. Is their paper described accurately enough that they nod before you pivot to the difference? Misdescribing a rival's mechanism converts a fixable delta dispute into hostile review.
  • The veteran's read: is there any sentence a 20-year IR researcher would mark "we knew this in the 2000s"? Pre-neural antecedents cited by you defuse what they discover for you.

Placement under the 9-page budget

Related work earns ~0.75 page in a full paper. Two structures work: after the intro (when positioning is the motivation) or before the conclusion (when the method needs no prior-work vocabulary). In short papers, related work compresses into the introduction as positioning sentences with dense citations — a standalone section is usually a page-budget error.

Output format

text
[Line identified] <which research line, origin + frontier cited y/n>
[Neighbor set] <3-5 papers with mechanism-contrast sentences present y/n>
[Misattribution scan] venues checked against exemplar library: violations <list>
[Era coverage] pre-neural antecedent / recent SIGIR volume / sibling venue: present each
[Concurrent-work note] needed y/n, drafted y/n
[Budget] <fraction of page used> and placement choice

© brycewang-stanford, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file

Files

Just SKILL.md in SIGIR-Skills/skills/sigir-related-work of brycewang-stanford/Awesome-Journal-Skills.

Open the folder on GitHubat commit 932eb23

Compare with similar skills

Sigir Related Work next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.

Sigir Related Work compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Sigir Related Work this skillbrycewang-stanford/Awesome-Journal-Skills1.2k—~1.7kAutomated safety check: PassMIT
Ijcai Related Workfranklee16/academic-research-skills2231 repos~427Automated safety check: PassNone
Literature Reviewneflibata-feng/MyArxiv-Agent12620 repos~5.9kAutomated safety check: NotesMIT
Systematic Literature Review Builderbytedance/deer-flow84k2 repos~4.3kAutomated safety check: PassMIT
Paper Research on arXivXiaomiMiMo/MiMo-Code14k—~1.5kAutomated safety check: PassMIT
Literature Review AgentAr9av/PaperOrchestra6791 repos~5.2kAutomated safety check: PassCustom licence

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Works with

Questions about Sigir Related Work

What does Sigir Related Work do?

A skill your agent uses when positioning a paper against the information-retrieval literature for SIGIR — tracing lineage through SIGIR/TOIS/TREC canon, contrasting mechanisms with the nearest…. Sigir Related Work is an agent skill from brycewang-stanford/Awesome-Journal-Skills. Use when positioning a paper against the information-retrieval literature for SIGIR — tracing lineage through SIGIR/TOIS/TREC canon, contrasting mechanisms with the nearest recent SIGIR papers, avoiding venue misattribution (DPR is EMNLP, ANCE is ICLR, NCF is WWW), and handling arXiv-era concurrent work in a fast-moving field.

When should I use Sigir Related Work?

Sigir Related Work fits situations like: positioning a paper against the information-retrieval literature for SIGIR — tracing lineage through SIGIR/TOIS/TREC canon; contrasting mechanisms with the nearest recent SIGIR papers; avoiding venue misattribution (DPR is EMNLP; handling arXiv-era concurrent work in a fast-moving field.

How do I install Sigir Related Work in Claude Code?

Run `npx skills add brycewang-stanford/Awesome-Journal-Skills --skill sigir-related-work -a claude-code`. Or copy the skill folder (SIGIR-Skills/skills/sigir-related-work in brycewang-stanford/Awesome-Journal-Skills) into .claude/skills/sigir-related-work in your project. Claude Code loads it when a task matches its description.

How do I install Sigir Related Work in Codex?

Run `npx skills add brycewang-stanford/Awesome-Journal-Skills --skill sigir-related-work -a codex`. Or copy the skill folder (SIGIR-Skills/skills/sigir-related-work in brycewang-stanford/Awesome-Journal-Skills) into .agents/skills/sigir-related-work in your project. Codex loads it when a task matches its description.

Can I use Sigir Related Work in Cursor, Gemini CLI or GitHub Copilot?

Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add brycewang-stanford/Awesome-Journal-Skills --skill sigir-related-work -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/sigir-related-work, .gemini/skills/sigir-related-work, .github/skills/sigir-related-work and .opencode/skills/sigir-related-work in your project.

What does Sigir Related Work need to run?

SKILL.md names no scripts, command-line tools or credentials: Sigir Related Work is instructions for the agent only.

Does Sigir Related Work access the network?

SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. This is read from the text; nothing was executed.

Is Sigir Related Work safe to install?

Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.

What licence does Sigir Related Work use?

Sigir Related Work is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.

How many tokens does Sigir Related Work use?

About 1.7k tokens (SKILL.md is roughly 6.7k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.

What are the alternatives to Sigir Related Work?

Skills that share tags, products or a category with Sigir Related Work: Ijcai Related Work (franklee16/academic-research-skills, 223 stars), Literature Review (neflibata-feng/MyArxiv-Agent, 126 stars), Systematic Literature Review Builder (bytedance/deer-flow, 84k stars) and Paper Research on arXiv (XiaomiMiMo/MiMo-Code, 14k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Sigir Related Work?

brycewang-stanford (a GitHub user) maintains it in brycewang-stanford/Awesome-Journal-Skills, which has 1,231 GitHub stars. The repository holds 2,387 skills in this directory. The repository was last updated on September 27, 2026.

Source: brycewang-stanford/Awesome-Journal-Skills on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.