Question Similarity

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

1 dataset whose archive record lists this task, ordered by the archive's paper count.

Subtasks archive 2025-07-28

1 subtask in the archive's task tree.

Most implemented papers archive 2025-07-28

17 shown of 17 papers with code (62 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.

• Deep Learning Models for Multilingual Hate Speech Detection
  14 Apr 2020 3 repositories listed
  Hate speech detection is a challenging problem with most of the datasets available in only one language: English.
• A Question-Entailment Approach to Question Answering
  23 Jan 2019 3 repositories listed
  One of the challenges in large-scale information retrieval (IR) is to develop fine-grained and domain-specific methods to answer natural language questions.
• KCluster: An LLM-based Clustering Approach to Knowledge Component Discovery
  9 May 2025 1 repository listed
  Educators evaluate student knowledge using knowledge component (KC) models that map assessment questions to KCs.
• Personalized LLM for Generating Customized Responses to the Same Query from Different Users
  16 Dec 2024 1 repository listed
  Existing work on large language model (LLM) personalization assigned different responding roles to LLM, but overlooked the diversity of questioners.
• DAGKT: Difficulty and Attempts Boosted Graph-based Knowledge Tracing
  18 Oct 2022 1 repository listed
  In the field of intelligent education, knowledge tracing (KT) has attracted increasing attention, which estimates and traces students' mastery of knowledge concepts to provide high-quality education.
• Linguistic Knowledge in Data Augmentation for Natural Language Processing: An Example on Chinese Question Matching
  29 Nov 2021 1 repository listed
  To investigate the role of linguistic knowledge in data augmentation (DA) for Natural Language Processing (NLP), we designed two adapted DA programs and applied them to LCQMC (a Large-scale Chinese Question Matching…
• General Cross-Architecture Distillation of Pretrained Language Models into Matrix Embeddings
  17 Sep 2021 1 repository listed
  We match or exceed the scores of ELMo for all tasks of the GLUE benchmark except for the sentiment analysis task SST-2 and the linguistic acceptability task CoLA.
• MultiCQA: Zero-Shot Transfer of Self-Supervised Text Matching Models on a Massive Scale
  2 Oct 2020 1 repository listed
  We investigate the model performances on nine benchmarks of answer selection and question similarity tasks, and show that all 140 models transfer surprisingly well, where the large majority of models substantially…
• Tha3aroon at NSURL-2019 Task 8: Semantic Question Similarity in Arabic
  28 Dec 2019 1 repository listed
  In this paper, we describe our team's effort on the semantic text question similarity task of NSURL 2019.
• SemEval-2017 Task 3: Community Question Answering
  2 Dec 2019 1 repository listed
  We describe SemEval-2017 Task 3 on Community Question Answering.
• Question Similarity in Community Question Answering: A Systematic Exploration of Preprocessing Methods and Models
  1 Sep 2019 1 repository listed
  Community Question Answering forums are popular among Internet users, and a basic problem they encounter is trying to find out if their question has already been posed before.
• FAQ Retrieval using Query-Question Similarity and BERT-Based Query-Answer Relevance
  8 May 2019 1 repository listed
  On the other hand, the relevance between the query and answer can be learned by using QA pairs in a FAQ database.
• Adversarial Domain Adaptation for Duplicate Question Detection
  7 Sep 2018 1 repository listed
  We address the problem of detecting duplicate questions in forums, which is an important step towards automating the process of answering new questions.
• Injecting Relational Structural Representation in Neural Networks for Question Similarity
  20 Jun 2018 1 repository listed
  Effectively using full syntactic parsing information in Neural Networks (NNs) to solve relational tasks, e.
• Learning Semantic Textual Similarity from Conversations
  20 Apr 2018 1 repository listed Syntology ran 0 of 17 samples · 17 unverified
  We present a novel approach to learn representations for sentence-level semantic similarity using conversational data.
• IIT-UHH at SemEval-2017 Task 3: Exploring Multiple Features for Community Question Answering and Implicit Dialogue Identification
  1 Aug 2017 1 repository listed
  In this paper we present the system for Answer Selection and Ranking in Community Question Answering, which we build as part of our participation in SemEval-2017 Task 3.
• SwissAlps at SemEval-2017 Task 3: Attention-based Convolutional Neural Network for Community Question Answering
  1 Aug 2017 1 repository listed
  In this paper we propose a system for reranking answers for a given question.

Syntology lines on 1 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.