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 4301–4350 of 10817 papers

TitleStatusHype
KG-RAG: Bridging the Gap Between Knowledge and Creativity—0
Increasing the LLM Accuracy for Question Answering: Ontologies to the Rescue!—0
Inquire, Interact, and Integrate: A Proactive Agent Collaborative Framework for Zero-Shot Multimodal Medical Reasoning—0
EyeFound: A Multimodal Generalist Foundation Model for Ophthalmic Imaging—0
Case-Based Reasoning Approach for Solving Financial Question Answering—0
MemeMQA: Multimodal Question Answering for Memes via Rationale-Based Inferencing—0
VideoQA-SC: Adaptive Semantic Communication for Video Question Answering—0
StackOverflowVQA: Stack Overflow Visual Question Answering Dataset—0
Evaluation of large language model performance on the Biomedical Language Understanding and Reasoning Benchmark—0
LLM-based Multi-Agent Reinforcement Learning: Current and Future Directions—0
FinTextQA: A Dataset for Long-form Financial Question Answering—0
Autonomous Workflow for Multimodal Fine-Grained Training Assistants Towards Mixed Reality—0
KnowledgeHub: An end-to-end Tool for Assisted Scientific Discovery—0
AmazUtah_NLP at SemEval-2024 Task 9: A MultiChoice Question Answering System for Commonsense Defying Reasoning—0
Prompting-based Synthetic Data Generation for Few-Shot Question AnsweringCode0
STAR: A Benchmark for Situated Reasoning in Real-World Videos—0
IM-RAG: Multi-Round Retrieval-Augmented Generation Through Learning Inner Monologues—0
CinePile: A Long Video Question Answering Dataset and Benchmark—0
SpeechGuard: Exploring the Adversarial Robustness of Multimodal Large Language Models—0
From Questions to Insightful Answers: Building an Informed Chatbot for University Resources—0
CLIP-Powered TASS: Target-Aware Single-Stream Network for Audio-Visual Question Answering—0
AgentClinic: a multimodal agent benchmark to evaluate AI in simulated clinical environments—0
EconLogicQA: A Question-Answering Benchmark for Evaluating Large Language Models in Economic Sequential ReasoningCode0
KET-QA: A Dataset for Knowledge Enhanced Table Question Answering—0
UCCIX: Irish-eXcellence Large Language Model—0
Benchmarking Retrieval-Augmented Large Language Models in Biomedical NLP: Application, Robustness, and Self-Awareness—0
MetaReflection: Learning Instructions for Language Agents using Past Reflections—0
Realizing Visual Question Answering for Education: GPT-4V as a Multimodal AI—0
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
Federated Document Visual Question Answering: A Pilot StudyCode0
Prompting Large Language Models with Knowledge Graphs for Question Answering Involving Long-tail Facts—0
Aspect-oriented Consumer Health Answer Summarization—0
Parameter-Efficient Fine-Tuning With Adapters—0
Redefining Information Retrieval of Structured Database via Large Language Models—0
G-SAP: Graph-based Structure-Aware Prompt Learning over Heterogeneous Knowledge for Commonsense Reasoning—0
Fine-tuning Pre-trained Named Entity Recognition Models For Indian Languages—0
ChatSOS: Vector Database Augmented Generative Question Answering Assistant in Safety Engineering—0
Improving Long Text Understanding with Knowledge Distilled from Summarization Model—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
CleanGraph: Human-in-the-loop Knowledge Graph Refinement and CompletionCode0
ERATTA: Extreme RAG for Table To Answers with Large Language Models—0
Switchable Decision: Dynamic Neural Generation Networks—0
Mitigating Clickbait: An Approach to Spoiler Generation Using Multitask Learning—0
Advancing Multimodal Medical Capabilities of Gemini—0
Language-Image Models with 3D Understanding—0
Hire Me or Not? Examining Language Model's Behavior with Occupation AttributesCode0
Compressing Long Context for Enhancing RAG with AMR-based Concept Distillation—0
VSA4VQA: Scaling a Vector Symbolic Architecture to Visual Question Answering on Natural Images—0
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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