Review Generation

Benchmarks archive 2025-07-28

No benchmark for this task in the archive.

Libraries

Not in the archive: the export carries no per-task library table, so there is nothing to show at snapshot 2025-07-28.

Datasets archive 2025-07-28

3 datasets whose archive record lists this task, ordered by the archive's paper count.

Subtasks archive 2025-07-28

No subtask under this task in the archive's task tree.

Most implemented papers archive 2025-07-28

22 shown of 22 papers with code (51 tagged with this task in all), ordered by repositories listed in the archive, not by stars (the archive holds no stars, so PwC's “Social” and “Latest” sorts cannot be reproduced). Papers without a page here are shown as plain text.

• Unsupervised Opinion Summarization as Copycat-Review Generation
  6 Nov 2019 3 repositories listed
  At test time, when generating summaries, we force the novelty to be minimal, and produce a text reflecting consensus opinions.
• DP-GAN: Diversity-Promoting Generative Adversarial Network for Generating Informative and Diversified Text
  5 Feb 2018 3 repositories listed Syntology ran 1 of 1 samples · 0 unverified · 1 pointer-only (licence)
  Existing text generation methods tend to produce repeated and "boring" expressions.
• Recommendation as Language Processing (RLP): A Unified Pretrain, Personalized Prompt & Predict Paradigm (P5)
  24 Mar 2022 2 repositories listed
  For a long time, different recommendation tasks typically require designing task-specific architectures and training objectives.
• Combining Large Language Models with Static Analyzers for Code Review Generation
  10 Feb 2025 1 repository listed
  Code review is a crucial but often complex, subjective, and time-consuming activity in software development.
• Automated Review Generation Method Based on Large Language Models
  30 Jul 2024 1 repository listed Syntology ran 10 of 12 samples · 2 unverified
  Literature research, vital for scientific work, faces the challenge of surging information volumes exceeding researchers' processing capabilities.
• Peer Review as A Multi-Turn and Long-Context Dialogue with Role-Based Interactions
  9 Jun 2024 1 repository listed Syntology ran 5 of 7 samples · 2 unverified · 7 pointer-only (licence)
  Large Language Models (LLMs) have demonstrated wide-ranging applications across various fields and have shown significant potential in the academic peer-review process.
• A Sentiment Consolidation Framework for Meta-Review Generation
  28 Feb 2024 1 repository listed Syntology ran 1 of 1 samples · 0 unverified · 1 pointer-only (licence)
  Modern natural language generation systems with Large Language Models (LLMs) exhibit the capability to generate a plausible summary of multiple documents; however, it is uncertain if they truly possess the capability of…
• Reviewer2: Optimizing Review Generation Through Prompt Generation
  16 Feb 2024 1 repository listed Syntology ran 0 of 1 samples · 1 unverified
  In this paper, we envision a use case where authors can receive LLM-generated reviews that uncover weak points in the current draft.
• MARG: Multi-Agent Review Generation for Scientific Papers
  8 Jan 2024 1 repository listed Syntology ran 7 of 10 samples · 3 unverified
  We study the ability of LLMs to generate feedback for scientific papers and develop MARG, a feedback generation approach using multiple LLM instances that engage in internal discussion.
• SciReviewGen: A Large-scale Dataset for Automatic Literature Review Generation
  24 May 2023 1 repository listed
  Automatic literature review generation is one of the most challenging tasks in natural language processing.
• Scientific Opinion Summarization: Paper Meta-review Generation Dataset, Methods, and Evaluation
  24 May 2023 1 repository listed
  To address this gap, we propose the task of scientific opinion summarization, where research paper reviews are synthesized into meta-reviews.
• Summarizing Multiple Documents with Conversational Structure for Meta-Review Generation
  2 May 2023 1 repository listed
  We present PeerSum, a novel dataset for generating meta-reviews of scientific papers.
• Hierarchical Catalogue Generation for Literature Review: A Benchmark
  7 Apr 2023 1 repository listed
  Scientific literature review generation aims to extract and organize important information from an abundant collection of reference papers and produces corresponding reviews while lacking a clear and logical hierarchy.
• Investigating Fairness Disparities in Peer Review: A Language Model Enhanced Approach
  7 Nov 2022 1 repository listed
  We distill several insights from our analysis on study the peer review process with the help of large LMs.
• Can We Automate Scientific Reviewing?
  30 Jan 2021 1 repository listed
  The rapid development of science and technology has been accompanied by an exponential growth in peer-reviewed scientific publications.
• Multimodal Review Generation with Privacy and Fairness Awareness
  1 Dec 2020 1 repository listed
  Users express their opinions towards entities (e.
• ReviewRobot: Explainable Paper Review Generation based on Knowledge Synthesis
  13 Oct 2020 1 repository listed
  To assist human review process, we build a novel ReviewRobot to automatically assign a review score and write comments for multiple categories such as novelty and meaningful comparison.
• Knowledge-Enhanced Personalized Review Generation with Capsule Graph Neural Network
  4 Oct 2020 1 repository listed
  First, based on graph capsules, we adaptively learn aspect capsules for inferring the aspect sequence.
• Generating Long and Informative Reviews with Aspect-Aware Coarse-to-Fine Decoding
  11 Jun 2019 1 repository listed
  In this paper, we propose a novel review generation model by characterizing an elaborately designed aspect-aware coarse-to-fine generation process.
• Judge the Judges: A Large-Scale Evaluation Study of Neural Language Models for Online Review Generation
  2 Jan 2019 1 repository listed
  We conduct a large-scale, systematic study to evaluate the existing evaluation methods for natural language generation in the context of generating online product reviews.
• Diversity-Promoting GAN: A Cross-Entropy Based Generative Adversarial Network for Diversified Text Generation
  1 Oct 2018 1 repository listed
  Existing text generation methods tend to produce repeated and {''}boring{''} expressions.
• Personalized Review Generation By Expanding Phrases and Attending on Aspect-Aware Representations
  1 Jul 2018 1 repository listed
  In this paper, we focus on the problem of building assistive systems that can help users to write reviews.

Syntology lines on 6 of the papers shown; no Syntology record for the others (a paper without an arXiv id cannot be joined to the graph, and absence from the graph layer is not a recorded non-run). “Ran” means the sample executed on a synthesized fixture, not that the paper's result was reproduced. Read from the graph 2026-09-24.