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 4901–4950 of 10817 papers

TitleStatusHype
BESTMVQA: A Benchmark Evaluation System for Medical Visual Question Answering—0
Look Before You Leap: A Universal Emergent Decomposition of Retrieval Tasks in Language ModelsCode0
Large Language Models are Complex Table Parsers—0
Vista-LLaMA: Reliable Video Narrator via Equal Distance to Visual Tokens—0
Large language models in healthcare and medical domain: A review—0
SocialStigmaQA: A Benchmark to Uncover Stigma Amplification in Generative Language Models—0
Image Content Generation with Causal ReasoningCode0
Safety Alignment in NLP Tasks: Weakly Aligned Summarization as an In-Context AttackCode0
Remote Sensing Vision-Language Foundation Models without Annotations via Ground Remote Alignment—0
Evaluating ChatGPT as a Question Answering System: A Comprehensive Analysis and Comparison with Existing Models—0
KnowGPT: Knowledge Graph based Prompting for Large Language Models—0
Unlocking Anticipatory Text Generation: A Constrained Approach for Large Language Models DecodingCode0
Unifying Text, Tables, and Images for Multimodal Question AnsweringCode0
A Review of Hybrid and Ensemble in Deep Learning for Natural Language Processing—0
Causal-CoG: A Causal-Effect Look at Context Generation for Boosting Multi-modal Language Models—0
Retrieval-based Video Language Model for Efficient Long Video Question Answering—0
DelucionQA: Detecting Hallucinations in Domain-specific Question Answering—0
PaperQA: Retrieval-Augmented Generative Agent for Scientific Research—0
MoVQA: A Benchmark of Versatile Question-Answering for Long-Form Movie Understanding—0
Language Model Knowledge Distillation for Efficient Question Answering in SpanishCode0
GYM at Qur’an QA 2023 Shared Task: Multi-Task Transfer Learning for Quranic Passage Retrieval and Question Answering with Large Language ModelsCode0
XAIQA: Explainer-Based Data Augmentation for Extractive Question Answering—0
CLAMP: Contrastive LAnguage Model Prompt-tuning—0
Retrieval-augmented Multi-modal Chain-of-Thoughts Reasoning for Large Language Models—0
ChatGPT as a Math Questioner? Evaluating ChatGPT on Generating Pre-university Math QuestionsCode0
MedXChat: A Unified Multimodal Large Language Model Framework towards CXRs Understanding and Generation—0
Evaluating Dependencies in Fact Editing for Language Models: Specificity and Implication AwarenessCode0
Unleashing the Potential of Large Language Model: Zero-shot VQA for Flood Disaster Scenario—0
VaQuitA: Enhancing Alignment in LLM-Assisted Video Understanding—0
GNN2R: Weakly-Supervised Rationale-Providing Question Answering over Knowledge GraphsCode0
NLEBench+NorGLM: A Comprehensive Empirical Analysis and Benchmark Dataset for Generative Language Models in NorwegianCode0
TextGenSHAP: Scalable Post-hoc Explanations in Text Generation with Long Documents—0
Bridging Background Knowledge Gaps in Translation with Automatic ExplicitationCode0
On Significance of Subword tokenization for Low Resource and Efficient Named Entity Recognition: A case study in Marathi—0
From Beginner to Expert: Modeling Medical Knowledge into General LLMs—0
Knowledge Graph Reasoning Based on Attention GCN—0
Towards leveraging LLMs for Conditional QA—0
Axiomatic Preference Modeling for Longform Question Answering—0
Harnessing the Power of Prompt-based Techniques for Generating School-Level Questions using Large Language ModelsCode0
Semantic Parsing for Question Answering over Knowledge Graphs—0
Zero-Shot Video Question Answering with Procedural Programs—0
ESG Accountability Made Easy: DocQA at Your Service—0
Uncertainty Guided Global Memory Improves Multi-Hop Question AnsweringCode0
Enhancing Answer Selection in Community Question Answering with Pre-trained and Large Language Models—0
DreamSync: Aligning Text-to-Image Generation with Image Understanding Feedback—0
Reinforcement Replaces Supervision: Query focused Summarization using Deep Reinforcement LearningCode0
AviationGPT: A Large Language Model for the Aviation Domain—0
How to Build an AI Tutor That Can Adapt to Any Course Using Knowledge Graph-Enhanced Retrieval-Augmented Generation (KG-RAG)—0
How Generative-AI can be Effectively used in Government Chatbots—0
Universal Self-Consistency for Large Language Model Generation—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