| Recommendation as Language Processing (RLP): A Unified Pretrain, Personalized Prompt & Predict Paradigm (P5) | Mar 24, 2022 | Language ModelingLanguage Modelling | CodeCode Available | 2 |
| MARG: Multi-Agent Review Generation for Scientific Papers | Jan 8, 2024 | Review GenerationSpecificity | CodeCode Available | 2 |
| Investigating Fairness Disparities in Peer Review: A Language Model Enhanced Approach | Nov 7, 2022 | FairnessLanguage Modeling | CodeCode Available | 1 |
| Peer Review as A Multi-Turn and Long-Context Dialogue with Role-Based Interactions | Jun 9, 2024 | Review Generation | CodeCode Available | 1 |
| ReviewRobot: Explainable Paper Review Generation based on Knowledge Synthesis | Oct 13, 2020 | Review Generationvalid | CodeCode Available | 1 |
| Knowledge-Enhanced Personalized Review Generation with Capsule Graph Neural Network | Oct 4, 2020 | Graph Neural NetworkReview Generation | CodeCode Available | 1 |
| SciReviewGen: A Large-scale Dataset for Automatic Literature Review Generation | May 24, 2023 | DecoderReview Generation | CodeCode Available | 1 |
| Combining Large Language Models with Static Analyzers for Code Review Generation | Feb 10, 2025 | RAGRetrieval-augmented Generation | CodeCode Available | 1 |
| Reviewer2: Optimizing Review Generation Through Prompt Generation | Feb 16, 2024 | Review Generation | CodeCode Available | 1 |
| Summarizing Multiple Documents with Conversational Structure for Meta-Review Generation | May 2, 2023 | Document SummarizationInductive Bias | CodeCode Available | 1 |
| Can We Automate Scientific Reviewing? | Jan 30, 2021 | Review Generation | CodeCode Available | 1 |
| Automated Review Generation Method Based on Large Language Models | Jul 30, 2024 | ArticlesHallucination | CodeCode Available | 1 |
| IFlyEA: A Chinese Essay Assessment System with Automated Rating, Review Generation, and Recommendation | Aug 1, 2021 | Review Generation | —Unverified | 0 |
| Knowledge-based Review Generation by Coherence Enhanced Text Planning | May 9, 2021 | InformativenessKnowledge Graphs | —Unverified | 0 |
| Learning to Generate Product Reviews from Attributes | Apr 1, 2017 | AttributeDecoder | —Unverified | 0 |
| Leveraging Large Language Models for Comparative Literature Summarization with Reflective Incremental Mechanisms | Dec 3, 2024 | Review Generation | —Unverified | 0 |
| LexiCon: Lexically Constrained Review Generation via Robust Insertion | Jan 16, 2022 | CPUDiversity | —Unverified | 0 |
| LLM-Based User Simulation for Low-Knowledge Shilling Attacks on Recommender Systems | May 18, 2025 | Language ModelingLanguage Modelling | —Unverified | 0 |
| MAPLE: Enhancing Review Generation with Multi-Aspect Prompt LEarning in Explainable Recommendation | Aug 19, 2024 | DiversityExplainable Recommendation | —Unverified | 0 |
| Privately Aligning Language Models with Reinforcement Learning | Oct 25, 2023 | Instruction FollowingPrivacy Preserving | —Unverified | 0 |
| AutoRev: Automatic Peer Review System for Academic Research Papers | May 20, 2025 | Question AnsweringReview Generation | —Unverified | 0 |
| Bridging Social Psychology and LLM Reasoning: Conflict-Aware Meta-Review Generation via Cognitive Alignment | Mar 18, 2025 | Review Generation | —Unverified | 0 |
| Can Large Language Model Summarizers Adapt to Diverse Scientific Communication Goals? | Jan 18, 2024 | Language ModelingLanguage Modelling | —Unverified | 0 |
| Cross-Domain Review Generation for Aspect-Based Sentiment Analysis | Aug 1, 2021 | Aspect-Based Sentiment AnalysisAspect-Based Sentiment Analysis (ABSA) | —Unverified | 0 |
| Deep Transfer Learning Based Peer Review Aggregation and Meta-review Generation for Scientific Articles | Oct 5, 2024 | ArticlesReview Generation | —Unverified | 0 |
| Diffusion-EXR: Controllable Review Generation for Explainable Recommendation via Diffusion Models | Dec 24, 2023 | Audio GenerationDenoising | —Unverified | 0 |
| Dynamic Review-based Recommenders | Oct 27, 2021 | Recommendation SystemsReview Generation | —Unverified | 0 |
| Factual and Informative Review Generation for Explainable Recommendation | Sep 12, 2022 | Explainable RecommendationReview Generation | —Unverified | 0 |
| Mixture of Knowledge Minigraph Agents for Literature Review Generation | Nov 9, 2024 | Review Generation | —Unverified | 0 |
| Graph-based Multi-hop Reasoning for Long Text Generation | Sep 28, 2020 | Review GenerationSentence | —Unverified | 0 |
| HiReview: Hierarchical Taxonomy-Driven Automatic Literature Review Generation | Oct 2, 2024 | ClusteringReview Generation | —Unverified | 0 |
| MOPRD: A multidisciplinary open peer review dataset | Dec 9, 2022 | Comment GenerationReview Generation | —Unverified | 0 |
| On Faithfulness and Coherence of Language Explanations for Recommendation Systems | Sep 12, 2022 | Recommendation SystemsReview Generation | —Unverified | 0 |
| Patience is all you need! An agentic system for performing scientific literature review | Mar 28, 2025 | AllArticles | —Unverified | 0 |
| A New Citation Recommendation Strategy Based on Term Functions in Related Studies Section | Sep 11, 2020 | ArticlesCitation Recommendation | —Unverified | 0 |
| Retrieval-Augmented Controllable Review Generation | Dec 1, 2020 | AttributeDescriptive | —Unverified | 0 |
| Review-LLM: Harnessing Large Language Models for Personalized Review Generation | Jul 10, 2024 | PersuasivenessRecommendation Systems | —Unverified | 0 |
| Shilling Black-box Review-based Recommender Systems through Fake Review Generation | Jun 27, 2023 | DiversityRecommendation Systems | —Unverified | 0 |
| Survey on Vision-Language-Action Models | Feb 7, 2025 | Review GenerationSurvey | —Unverified | 0 |
| The role of causality in explainable artificial intelligence | Sep 18, 2023 | Causal DiscoveryCausal Identification | —Unverified | 0 |
| Towards Controllable and Personalized Review Generation | Sep 30, 2019 | Review GenerationSentence | —Unverified | 0 |
| Scientific Opinion Summarization: Paper Meta-review Generation Dataset, Methods, and Evaluation | May 24, 2023 | Opinion SummarizationReview Generation | CodeCode Available | 0 |
| Generating Long and Informative Reviews with Aspect-Aware Coarse-to-Fine Decoding | Jun 11, 2019 | DecoderReview Generation | CodeCode Available | 0 |
| Multimodal Review Generation with Privacy and Fairness Awareness | Dec 1, 2020 | FairnessReview Generation | CodeCode Available | 0 |
| Unsupervised Opinion Summarization as Copycat-Review Generation | Nov 6, 2019 | Abstractive Text SummarizationOpinion Summarization | CodeCode Available | 0 |
| A Sentiment Consolidation Framework for Meta-Review Generation | Feb 28, 2024 | Review GenerationText Generation | CodeCode Available | 0 |
| Judge the Judges: A Large-Scale Evaluation Study of Neural Language Models for Online Review Generation | Jan 2, 2019 | DiversityReview Generation | CodeCode Available | 0 |
| Personalized Review Generation By Expanding Phrases and Attending on Aspect-Aware Representations | Jul 1, 2018 | DecoderRecommendation Systems | CodeCode Available | 0 |
| DP-GAN: Diversity-Promoting Generative Adversarial Network for Generating Informative and Diversified Text | Feb 5, 2018 | Dialogue GenerationDiversity | CodeCode Available | 0 |
| Hierarchical Catalogue Generation for Literature Review: A Benchmark | Apr 7, 2023 | InformativenessReview Generation | CodeCode Available | 0 |