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OpenReviewer: A Specialized LLM for Generating Critical Scientific Paper Reviews

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OpenReviewer: A Specialized LLM for Generating Critical Scientific Paper Reviews
TL;DR · WeSearch summary

OpenReviewer is a specialized large language model designed to generate critical scientific paper reviews. The model aims to assist in the peer review process by providing high-quality reviews. This technology has the potential to improve the efficiency and effectiveness of scientific paper reviews.

Key facts
About this source

Hacker News (AI / LLM) files mainly under ai. We currently carry 2,676 of its stories.

Original article
ACL Anthology
Read full at ACL Anthology →
Story provenance
Source · retrieval · rights · ranking — open for full record
inspect →

Attribution is not the same as permission. This drawer separates discovery metadata, excerpts, WeSearch-generated summaries, reuse status, and whether the publisher receives the visit. Nothing here claims a legal grant the publisher has not made.

Record

Original publisherACL Anthology
Canonical URLhttps://aclanthology.org/2025.naacl-demo.44/
Publication timeTue, 28 Jul 2026 20:39:05 +0000
Retrieval time2026-07-28T20:50:33.945Z
Last seen2026-07-28T20:50:33.945Z
Headline sourcePublisher (no WeSearch rewrite)
Excerpt sourcepublisher body
Excerpt methodFirst ~120 words (~800 chars) of extracted publisher body, fair-use limited.
SummaryWeSearch · cerebras-chat (WeSearch summarizer)
Summary source textcontentText
Citation coverageSummary is a WeSearch-generated derivative; primary citation is the original publisher URL.
Cluster93WNxgNoT6uO · 1 stories
Cluster logicGrouped by semantic title/content similarity across sources within a rolling window. Same-publisher template collisions are excluded from coverage comparison.
Ranking reasonStory pages are not engagement-ranked. Hub feeds use recency, with optional source-diversified chronological ordering (cap consecutive stories per source). No personalized ranking.
Publisher visitYes — open original
Substitutes article?No — link-out required for full text

Rights status (four layers)

Publisher-declared
No publisher-confirmed rights record for this source yet.
Machine-readable
No source-specific machine-readable restriction detected beyond the public feed.
WeSearch interpretation
WeSearch declared handling (basis: Derived from the published RSS/Atom feed). This is WeSearch policy, not a legal grant on the publisher's behalf.
Unknown
Retrieval and training permissions are not asserted unless the publisher confirms them.

WeSearch handling by dimension

Indexing May the item be indexed (stored, ranked, made findable)? Allowed
Snippet May a short excerpt of the publisher's text be shown? Allowed
AI summary May WeSearch generate its own short summary of the article? Limited
Retrieval / RAG May the content be exposed for third-party retrieval-augmented generation? Not asserted
Model training May the content be used to train AI models? Not asserted
Commercial reuse May the content be reused commercially? Not permitted

Basis: Derived from the published RSS/Atom feed. Contact: [email protected]. Reviewed: 2026-07-24.

Opening excerpt (first ~120 words) tap to expand

ACL materials are Copyright © 1963–2026 ACL; other materials are copyrighted by their respective copyright holders. Materials prior to 2016 here are licensed under the Creative Commons Attribution-NonCommercial-ShareAlike 3.0 International License. Permission is granted to make copies for the purposes of teaching and research. Materials published in or after 2016 are licensed on a Creative Commons Attribution 4.0 International License.The ACL Anthology is managed and built by the ACL Anthology team of volunteers.Site last built on 28 July 2026 at 16:51 UTC with commit 3e66e6c.

Excerpt limited to ~120 words for fair-use compliance. The full article is at ACL Anthology.

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