SOTAVerified

Question Answering

Question answering can be segmented into domain-specific tasks like community question answering and knowledge-base question answering. Popular benchmark datasets for evaluation question answering systems include SQuAD, HotPotQA, bAbI, TriviaQA, WikiQA, and many others. Models for question answering are typically evaluated on metrics like EM and F1. Some recent top performing models are T5 and XLNet.

( Image credit: SQuAD )

Papers

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 4201–4250 of 10817 papers

TitleStatusHype
From Pixels to Objects: Cubic Visual Attention for Visual Question Answering—0
From Parse-Execute to Parse-Execute-Refine: Improving Semantic Parser for Complex Question Answering over Knowledge Base—0
Coarse-grained decomposition and fine-grained interaction for multi-hop question answering—0
From Misleading Queries to Accurate Answers: A Three-Stage Fine-Tuning Method for LLMs—0
Coal Mining Question Answering with LLMs—0
Ask & Explore: Grounded Question Answering for Curiosity-Driven Exploration—0
From Large Language Models to Knowledge Graphs for Biomarker Discovery in Cancer—0
From Known to the Unknown: Transferring Knowledge to Answer Questions about Novel Visual and Semantic Concepts—0
CNGL: Grading Student Answers by Acts of Translation—0
From Isolated Conversations to Hierarchical Schemas: Dynamic Tree Memory Representation for LLMs—0
From Instructions to Constraints: Language Model Alignment with Automatic Constraint Verification—0
CMU LiveMedQA at TREC 2017 LiveQA: A Consumer Health Question Answering System—0
From Image to Language: A Critical Analysis of Visual Question Answering (VQA) Approaches, Challenges, and Opportunities—0
From Images to Textual Prompts: Zero-Shot Visual Question Answering With Frozen Large Language Models—0
From Head to Tail: Towards Balanced Representation in Large Vision-Language Models through Adaptive Data Calibration—0
CMU: Arc-Factored, Discriminative Semantic Dependency Parsing—0
Ask-EDA: A Design Assistant Empowered by LLM, Hybrid RAG and Abbreviation De-hallucination—0
From 'F' to 'A' on the N.Y. Regents Science Exams: An Overview of the Aristo Project—0
From FiLM to Video: Multi-turn Question Answering with Multi-modal Context—0
From Entity Linking to Question Answering -- Recent Progress on Semantic Grounding Tasks—0
C-MORE: Pretraining to Answer Open-Domain Questions by Consulting Millions of References—0
From Easy to Hard: Two-stage Selector and Reader for Multi-hop Question Answering—0
From Easy to Hard: Learning Language-guided Curriculum for Visual Question Answering on Remote Sensing Data—0
From Data to Commonsense Reasoning: The Use of Large Language Models for Explainable AI—0
Clustering of Multi-Word Named Entity variants: Multilingual Evaluation—0
A Simple Yet Strong Pipeline for HotpotQA—0
A Linguistic Study on Relevance Modeling in Information Retrieval—0
Abstract Meaning Representation of Constructions: The More We Include, the Better the Representation—0
From Chat Logs to Collective Insights: Aggregative Question Answering—0
Clustering Monolingual Vocabularies to Improve Cross-Lingual Generalization—0
From Beginner to Expert: Modeling Medical Knowledge into General LLMs—0
FriendsQA: Open-Domain Question Answering on TV Show Transcripts—0
Clustering Examples in Multi-Dataset Benchmarks with Item Response Theory—0
Frequently Asked Questions Retrieval for Croatian Based on Semantic Textual Similarity—0
Cluster-Former: Clustering-based Sparse Transformer for Question Answering—0
FReM: A Flexible Reasoning Mechanism for Balancing Quick and Slow Thinking in Long-Context Question Answering—0
Cluster-Former: Clustering-based Sparse Transformer for Long-Range Dependency Encoding—0
AliMe MKG: A Multi-modal Knowledge Graph for Live-streaming E-commerce—0
freePruner: A Training-free Approach for Large Multimodal Model Acceleration—0
Free Form Medical Visual Question Answering in Radiology—0
A Simple Linear Patch Revives Layer-Pruned Large Language Models—0
Freebase QA: Information Extraction or Semantic Parsing?—0
FRAQUE: a FRAme-based QUEstion-answering system for the Public Administration domain—0
CLTR: An End-to-End, Transformer-Based System for Cell-Level Table Retrieval and Table Question Answering—0
A Simple End-to-End Question Answering Model for Product Information—0
AliMe KG: Domain Knowledge Graph Construction and Application in E-commerce—0
Agentic Medical Knowledge Graphs Enhance Medical Question Answering: Bridging the Gap Between LLMs and Evolving Medical Knowledge—0
Framing QA as Building and Ranking Intersentence Answer Justifications—0
Framework for Weakly Supervised Causal Knowledge Extraction from Text—0
Framework for Question-Answering in Sanskrit through Automated Construction of Knowledge Graphs—0
Show:102550
← PrevPage 85 of 217Next →
All datasetsSQuAD2.0SQuAD1.1HotpotQAPIQABoolQCOPATriviaQASQuAD1.1 devNatural QuestionsOpenBookQATruthfulQAMultiRC

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1IE-Net (ensemble)EM90.94—Unverified
2FPNet (ensemble)EM90.87—Unverified
3IE-NetV2 (ensemble)EM90.86—Unverified
4SA-Net on Albert (ensemble)EM90.72—Unverified
5SA-Net-V2 (ensemble)EM90.68—Unverified
6FPNet (ensemble)EM90.6—Unverified
7Retro-Reader (ensemble)EM90.58—Unverified
8EntitySpanFocusV2 (ensemble)EM90.52—Unverified
9TransNets + SFVerifier + SFEnsembler (ensemble)EM90.49—Unverified
10EntitySpanFocus+AT (ensemble)EM90.45—Unverified