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 2651–2700 of 10817 papers

TitleStatusHype
Limited Ability of LLMs to Simulate Human Psychological Behaviours: a Psychometric AnalysisCode0
ChartInsights: Evaluating Multimodal Large Language Models for Low-Level Chart Question Answering—0
Prompting Large Language Models with Knowledge Graphs for Question Answering Involving Long-tail Facts—0
Federated Document Visual Question Answering: A Pilot StudyCode0
Aspect-oriented Consumer Health Answer Summarization—0
G-SAP: Graph-based Structure-Aware Prompt Learning over Heterogeneous Knowledge for Commonsense Reasoning—0
Parameter-Efficient Fine-Tuning With Adapters—0
Redefining Information Retrieval of Structured Database via Large Language Models—0
HMT: Hierarchical Memory Transformer for Long Context Language ProcessingCode2
ChatSOS: Vector Database Augmented Generative Question Answering Assistant in Safety Engineering—0
Fine-tuning Pre-trained Named Entity Recognition Models For Indian Languages—0
CourseGPT-zh: an Educational Large Language Model Based on Knowledge Distillation Incorporating Prompt Optimization—0
Is the House Ready For Sleeptime? Generating and Evaluating Situational Queries for Embodied Question Answering—0
DALK: Dynamic Co-Augmentation of LLMs and KG to answer Alzheimer's Disease Questions with Scientific LiteratureCode2
Improving Long Text Understanding with Knowledge Distilled from Summarization Model—0
CleanGraph: Human-in-the-loop Knowledge Graph Refinement and CompletionCode0
Switchable Decision: Dynamic Neural Generation Networks—0
ERATTA: Extreme RAG for Table To Answers with Large Language Models—0
Mitigating Clickbait: An Approach to Spoiler Generation Using Multitask Learning—0
Hire Me or Not? Examining Language Model's Behavior with Occupation AttributesCode0
ERAGent: Enhancing Retrieval-Augmented Language Models with Improved Accuracy, Efficiency, and PersonalizationCode1
VSA4VQA: Scaling a Vector Symbolic Architecture to Visual Question Answering on Natural Images—0
GOVERN: Gradient Orientation Vote Ensemble for Multi-Teacher Reinforced Distillation—0
Advancing Multimodal Medical Capabilities of Gemini—0
Language-Image Models with 3D Understanding—0
Compressing Long Context for Enhancing RAG with AMR-based Concept Distillation—0
Agent Hospital: A Simulacrum of Hospital with Evolvable Medical Agents—0
Stochastic RAG: End-to-End Retrieval-Augmented Generation through Expected Utility Maximization—0
Overview of the EHRSQL 2024 Shared Task on Reliable Text-to-SQL Modeling on Electronic Health RecordsCode2
R4: Reinforced Retriever-Reorder-Responder for Retrieval-Augmented Large Language Models—0
Enhancing Contextual Understanding in Large Language Models through Contrastive DecodingCode1
Single and Multi-Hop Question-Answering Datasets for Reticular Chemistry with GPT-4-TurboCode0
SUKHSANDESH: An Avatar Therapeutic Question Answering Platform for Sexual Education in Rural India—0
Semi-Parametric Retrieval via Binary Bag-of-Tokens IndexCode0
Comparative Analysis of Retrieval Systems in the Real World—0
OmniDrive: A Holistic Vision-Language Dataset for Autonomous Driving with Counterfactual ReasoningCode4
Understanding Figurative Meaning through Explainable Visual EntailmentCode1
UQA: Corpus for Urdu Question AnsweringCode0
Fine-Tuning and Retrieval Augmented Generation for Question Answering Using Affordable Large Language ModelsCode0
CourseAssist: Pedagogically Appropriate AI Tutor for Computer Science Education—0
Beyond Human Vision: The Role of Large Vision Language Models in Microscope Image Analysis—0
Enhanced Language Model Truthfulness with Learnable Intervention and Uncertainty ExpressionCode0
BiomedRAG: A Retrieval Augmented Large Language Model for BiomedicineCode1
NumLLM: Numeric-Sensitive Large Language Model for Chinese Finance—0
CREPE: Coordinate-Aware End-to-End Document Parser—0
Enhanced Textual Feature Extraction for Visual Question Answering: A Simple Convolutional Approach—0
QLSC: A Query Latent Semantic Calibrator for Robust Extractive Question Answering—0
When to Retrieve: Teaching LLMs to Utilize Information Retrieval EffectivelyCode0
Neuro-Vision to Language: Enhancing Brain Recording-based Visual Reconstruction and Language Interaction—0
Towards a Search Engine for Machines: Unified Ranking for Multiple Retrieval-Augmented Large Language ModelsCode0
Show:102550
← PrevPage 54 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