Movie Recommendation

Description from the archive archive 2025-07-28.

Benchmarks archive 2025-07-28

1 leaderboard table shown for this task, 1 with rows (a “benchmark” on this site is a table with at least one row, as on /sota), ordered by row count. “Best model” is the first row in the archive's own order at snapshot; nothing is re-ranked here and metric direction is not recorded in the archive. PwC's Trend sparklines are not in the archive, so that column is omitted.

Syntology column: samples harvested from the paper's repositories and executed on synthesized fixtures; “ran” is not a correctness claim and does not order the table. A dash means no Syntology record for that paper, not a recorded non-run. Read from the graph 2026-09-24.

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

2 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.

Parent tasks archive 2025-07-28

Most implemented papers archive 2025-07-28

29 shown of 29 papers with code (113 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.

• Scaling Language Models: Methods, Analysis & Insights from Training Gopher
  8 Dec 2021 3 repositories listed
  Language modelling provides a step towards intelligent communication systems by harnessing large repositories of written human knowledge to better predict and understand the world.
• A Hybrid Variational Autoencoder for Collaborative Filtering
  14 Jul 2018 3 repositories listed
  Our approach combines movie embeddings (learned from a sibling VAE network) with user ratings from the Movielens 20M dataset and applies it to the task of movie recommendation.
• LlamaRec: Two-Stage Recommendation using Large Language Models for Ranking
  25 Oct 2023 2 repositories listed
  Recently, large language models (LLMs) have exhibited significant progress in language understanding and generation.
• BloombergGPT: A Large Language Model for Finance
  30 Mar 2023 2 repositories listed
  The use of NLP in the realm of financial technology is broad and complex, with applications ranging from sentiment analysis and named entity recognition to question answering.
• Training Compute-Optimal Large Language Models
  29 Mar 2022 2 repositories listed Syntology ran 8 of 11 samples · 3 unverified · 4 pointer-only (licence)
  We investigate the optimal model size and number of tokens for training a transformer language model under a given compute budget.
• Collaborative Filtering with Recurrent Neural Networks
  26 Aug 2016 2 repositories listed
  We show that collaborative filtering can be viewed as a sequence prediction problem, and that given this interpretation, recurrent neural networks offer very competitive approach.
• Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation
  24 Sep 2024 1 repository listed
  In specific domains like fashion, music, and movie recommendation, the multi-faceted features characterizing products and services may influence each customer on online selling platforms differently, paving the way to…
• Harm Mitigation in Recommender Systems under User Preference Dynamics
  14 Jun 2024 1 repository listed
  We consider a recommender system that takes into account the interplay between recommendations, the evolution of user interests, and harmful content.
• Practical $0.385$-Approximation for Submodular Maximization Subject to a Cardinality Constraint
  22 May 2024 1 repository listed
  In this work, we present a novel algorithm for submodular maximization subject to a cardinality constraint that combines a guarantee of $0.
• LFG: A Generative Network for Real-Time Recommendation
  31 Oct 2023 1 repository listed
  The recommendation model known as LFM (Latent Factor Model), which captures latent features through matrix factorization and gradient descent to fit user preferences, has given rise to various recommendation algorithms…
• On Generative Agents in Recommendation
  16 Oct 2023 1 repository listed Syntology ran 3 of 3 samples · 0 unverified
  Recommender systems are the cornerstone of today's information dissemination, yet a disconnect between offline metrics and online performance greatly hinders their development.
• Obeying the Order: Introducing Ordered Transfer Hyperparameter Optimisation
  29 Jun 2023 1 repository listed
  We introduce ordered transfer hyperparameter optimisation (OTHPO), a version of transfer learning for hyperparameter optimisation (HPO) where the tasks follow a sequential order.
• Fairness in Streaming Submodular Maximization over a Matroid Constraint
  24 May 2023 1 repository listed
  Streaming submodular maximization is a natural model for the task of selecting a representative subset from a large-scale dataset.
• Attention-based Ingredient Phrase Parser
  5 Oct 2022 1 repository listed
  As virtual personal assistants have now penetrated the consumer market, with products such as Siri and Alexa, the research community has produced several works on task-oriented dialogue tasks such as hotel booking,…
• Knowledge-aware attentional neural network for review-based movie recommendation with explanations
  4 Sep 2022 1 repository listed
  In this paper, we propose a knowledge-aware attentional neural network (KANN) for dealing with movie recommendation tasks by extracting knowledge entities from movie reviews and capturing understandable interactions…
• Jointly Learning Propagating Features on the Knowledge Graph for Movie Recommendation
  22 Aug 2022 1 repository listed
  In the proposed framework, we use an attention-based multi-hop propagation mechanism to take users and movies as center nodes and extend their attributes along with the connections of the knowledge graph by recursively…
• Online SuBmodular + SuPermodular (BP) Maximization with Bandit Feedback
  7 Jul 2022 1 repository listed
  In the context of online interactive machine learning with combinatorial objectives, we extend purely submodular prior work to more general non-submodular objectives.
• Post Processing Recommender Systems with Knowledge Graphs for Recency, Popularity, and Diversity of Explanations
  24 Apr 2022 1 repository listed
  Existing explainable recommender systems have mainly modeled relationships between recommended and already experienced products, and shaped explanation types accordingly (e.
• GHRS: Graph-based Hybrid Recommendation System with Application to Movie Recommendation
  6 Nov 2021 1 repository listed
  While most existing recommender systems rely either on a content-based approach or a collaborative approach, there are hybrid approaches that can improve recommendation accuracy using a combination of both approaches.
• You Sound Like Someone Who Watches Drama Movies: Towards Predicting Movie Preferences from Conversational Interactions
  1 Jun 2021 1 repository listed
  We call our proposed method ConvExtr (Conversational Collaborative Filtering using External Data), which 1) infers a user{'}s sentiment towards an entity from the conversation context, and 2) transforms the ratings of…
• Simulating User Satisfaction for the Evaluation of Task-oriented Dialogue Systems
  8 May 2021 1 repository listed
  The purpose of the task is to increase the evaluation power of user simulations and to make the simulation more human-like.
• Bias in Knowledge Graphs -- an Empirical Study with Movie Recommendation and Different Language Editions of DBpedia
  3 May 2021 1 repository listed
  Public knowledge graphs such as DBpedia and Wikidata have been recognized as interesting sources of background knowledge to build content-based recommender systems.
• Fairness in Streaming Submodular Maximization: Algorithms and Hardness
  14 Oct 2020 1 repository listed
  Submodular maximization has become established as the method of choice for the task of selecting representative and diverse summaries of data.
• INSPIRED: Toward Sociable Recommendation Dialog Systems
  29 Sep 2020 1 repository listed
  To better understand how humans make recommendations in communication, we design an annotation scheme related to recommendation strategies based on social science theories and annotate these dialogs.
• The Adapter-Bot: All-In-One Controllable Conversational Model
  28 Aug 2020 1 repository listed Syntology ran 4 of 5 samples · 1 unverified · 5 pointer-only (licence)
  The dialogue skills can be triggered automatically via a dialogue manager, or manually, thus allowing high-level control of the generated responses.
• Streaming Submodular Maximization under a k-Set System Constraint
  9 Feb 2020 1 repository listed Syntology ran 2 of 3 samples · 1 unverified · 3 pointer-only (licence)
  In this paper, we propose a novel framework that converts streaming algorithms for monotone submodular maximization into streaming algorithms for non-monotone submodular maximization.
• No-Regret Learning in Unknown Games with Correlated Payoffs
  18 Sep 2019 1 repository listed Syntology ran 1 of 3 samples · 2 unverified · 3 pointer-only (licence)
  We consider the problem of learning to play a repeated multi-agent game with an unknown reward function.
• MIRA: A Computational Neuro-Based Cognitive Architecture Applied to Movie Recommender Systems
  25 Feb 2019 1 repository listed
  The present project is inspired by the LIDA model to apply it to the process of movie recommendation, the model called MIRA (Movie Intelligent Recommender Agent) presented percentages of precision similar to a…
• Movie Recommendation System using Sentiment Analysis from Microblogging Data
  27 Nov 2018 1 repository listed
  Traditional approaches in recommendation systems include collaborative filtering and content-based filtering.

Syntology lines on 5 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.