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 9101–9150 of 10817 papers

TitleStatusHype
How Much Can CLIP Benefit Vision-and-Language Tasks?—0
How much should you ask? On the question structure in QA systems.—0
How much should you ask? On the question structure in QA systems—0
Challenges in Explanation Quality Evaluation—0
How Privacy-Savvy Are Large Language Models? A Case Study on Compliance and Privacy Technical Review—0
How Relevant is Selective Memory Population in Lifelong Language Learning?—0
How Self-Attention Improves Rare Class Performance in a Question-Answering Dialogue Agent—0
How Stable is Knowledge Base Knowledge?—0
How State-Of-The-Art Models Can Deal With Long-Form Question Answering—0
How Susceptible are LLMs to Influence in Prompts?—0
How to Build an AI Tutor That Can Adapt to Any Course Using Knowledge Graph-Enhanced Retrieval-Augmented Generation (KG-RAG)—0
How to Design Sample and Computationally Efficient VQA Models—0
How to Evaluate Opinionated Keyphrase Extraction?—0
How to find a good image-text embedding for remote sensing visual question answering?—0
How to Make a BLT Sandwich? Learning to Reason towards Understanding Web Instructional Videos—0
How to make qubits speak—0
How to Mitigate Information Loss in Knowledge Graphs for GraphRAG: Leveraging Triple Context Restoration and Query-Driven Feedback—0
How to Pre-Train Your Model? Comparison of Different Pre-Training Models for Biomedical Question Answering—0
How to Seq2seq for SQL—0
How Transferable are Reasoning Patterns in VQA?—0
How Vision-Language Tasks Benefit from Large Pre-trained Models: A Survey—0
How Well Can Vison-Language Models Understand Humans' Intention? An Open-ended Theory of Mind Question Evaluation Benchmark—0
How Well can We Learn Interpretable Entity Types from Text?—0
How well do Computers Solve Math Word Problems? Large-Scale Dataset Construction and Evaluation—0
How You Ask Matters: The Effect of Paraphrastic Questions to BERT Performance on a Clinical SQuAD Dataset—0
HPI Question Answering System in BioASQ 2016—0
HRCA+: Advanced Multiple-choice Machine Reading Comprehension Method—0
HRoT: Hybrid prompt strategy and Retrieval of Thought for Table-Text Hybrid Question Answering—0
HRVQA: A Visual Question Answering Benchmark for High-Resolution Aerial Images—0
Huge Automatically Extracted Training-Sets for Multilingual Word SenseDisambiguation—0
Human Adversarial QA: Did the Model Understand the Paragraph?—0
Human-Adversarial Visual Question Answering—0
Human Attention in Visual Question Answering: Do Humans and Deep Networks Look at the Same Regions?—0
Human Attention in Visual Question Answering: Do Humans and Deep Networks Look at the Same Regions?—0
Human-centered Interactive Learning via MLLMs for Text-to-Image Person Re-identification—0
Human Cognition Inspired RAG with Knowledge Graph for Complex Problem Solving—0
Human Mobility Question Answering (Vision Paper)—0
Hummingbird: High Fidelity Image Generation via Multimodal Context Alignment—0
HuRIC: a Human Robot Interaction Corpus—0
HybGRAG: Hybrid Retrieval-Augmented Generation on Textual and Relational Knowledge Bases—0
Hybrid Graphs for Table-and-Text based Question Answering using LLMs—0
Hybrid Question Answering over Knowledge Base and Free Text—0
Hybrid-SQuAD: Hybrid Scholarly Question Answering Dataset—0
HyPA-RAG: A Hybrid Parameter Adaptive Retrieval-Augmented Generation System for AI Legal and Policy Applications—0
Hyperbolic Attention Networks—0
Hyper-dimensional computing for a visual question-answering system that is trainable end-to-end—0
HyperGLM: HyperGraph for Video Scene Graph Generation and Anticipation—0
Hyperlink-induced Pre-training for Passage Retrieval of Open-domain Question Answering—0
Hypo3D: Exploring Hypothetical Reasoning in 3D—0
HySTER: A Hybrid Spatio-Temporal Event Reasoner—0
Show:102550
← PrevPage 183 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