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

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Showing 4051–4100 of 10817 papers

TitleStatusHype
Generic Attention-model Explainability by Weighted Relevance Accumulation—0
ViT-Lens: Initiating Omni-Modal Exploration through 3D InsightsCode1
Imaginations of WALL-E : Reconstructing Experiences with an Imagination-Inspired Module for Advanced AI Systems—0
GameEval: Evaluating LLMs on Conversational GamesCode1
Breaking Language Barriers: A Question Answering Dataset for Hindi and Marathi—0
BLIVA: A Simple Multimodal LLM for Better Handling of Text-Rich Visual QuestionsCode2
Towards Grounded Visual Spatial Reasoning in Multi-Modal Vision Language Models—0
BioMedGPT: Open Multimodal Generative Pre-trained Transformer for BioMedicine—0
Differentiable Retrieval Augmentation via Generative Language Modeling for E-commerce Query Intent Classification—0
Accelerated materials language processing enabled by GPT—0
PUMGPT: A Large Vision-Language Model for Product Understanding—0
Open-vocabulary Video Question Answering: A New Benchmark for Evaluating the Generalizability of Video Question Answering ModelsCode1
EgoSchema: A Diagnostic Benchmark for Very Long-form Video Language UnderstandingCode1
MindMap: Knowledge Graph Prompting Sparks Graph of Thoughts in Large Language ModelsCode2
End-to-End Beam Retrieval for Multi-Hop Question AnsweringCode1
Linguistically-Informed Neural Architectures for Lexical, Syntactic and Semantic Tasks in Sanskrit—0
MaScQA: A Question Answering Dataset for Investigating Materials Science Knowledge of Large Language Models—0
Uni-NLX: Unifying Textual Explanations for Vision and Vision-Language TasksCode1
Semantic Consistency for Assuring Reliability of Large Language Models—0
Learning the meanings of function words from grounded language using a visual question answering modelCode0
Tem-adapter: Adapting Image-Text Pretraining for Video Question AnswerCode1
TeCH: Text-guided Reconstruction of Lifelike Clothed HumansCode2
Answering Ambiguous Questions with a Database of Questions, Answers, and Revisions—0
Pro-Cap: Leveraging a Frozen Vision-Language Model for Hateful Meme DetectionCode1
AutoGen: Enabling Next-Gen LLM Applications via Multi-Agent ConversationCode1
Question Answering over Linked Data with GPT-3Code0
DiagGPT: An LLM-based and Multi-agent Dialogue System with Automatic Topic Management for Flexible Task-Oriented Dialogue—0
Automated Testing and Improvement of Named Entity Recognition Systems—0
Large Language Models for Information Retrieval: A SurveyCode2
An Ensemble Approach to Question Classification: Integrating Electra Transformer, GloVe, and LSTM—0
Performance Prediction for Multi-hop Questions—0
Foundation Model is Efficient Multimodal Multitask Model SelectorCode1
Detecting and Preventing Hallucinations in Large Vision Language ModelsCode1
KETM:A Knowledge-Enhanced Text Matching methodCode1
LittleMu: Deploying an Online Virtual Teaching Assistant via Heterogeneous Sources Integration and Chain of Teach PromptsCode0
Progressive Spatio-temporal Perception for Audio-Visual Question AnsweringCode1
Building Interpretable and Reliable Open Information Retriever for New Domains Overnight—0
Answering Unseen Questions With Smaller Language Models Using Rationale Generation and Dense Retrieval—0
ADMUS: A Progressive Question Answering Framework Adaptable to Multiple Knowledge Sources—0
Sci-CoT: Leveraging Large Language Models for Enhanced Knowledge Distillation in Small Models for Scientific QA—0
Top K Relevant Passage Retrieval for Biomedical Question AnsweringCode0
On Monotonic Aggregation for Open-domain QACode0
3D-VisTA: Pre-trained Transformer for 3D Vision and Text AlignmentCode2
OmniDataComposer: A Unified Data Structure for Multimodal Data Fusion and Infinite Data GenerationCode1
Towards an AI to Win Ghana's National Science and Maths QuizCode1
TIJO: Trigger Inversion with Joint Optimization for Defending Multimodal Backdoored ModelsCode0
Trusting Language Models in Education—0
Prompt Guided Copy Mechanism for Conversational Question Answering—0
SciGraphQA: A Large-Scale Synthetic Multi-Turn Question-Answering Dataset for Scientific GraphsCode1
PaniniQA: Enhancing Patient Education Through Interactive Question AnsweringCode0
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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