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 4901–4925 of 10817 papers

TitleStatusHype
Look Before You Leap: A Universal Emergent Decomposition of Retrieval Tasks in Language ModelsCode0
BESTMVQA: A Benchmark Evaluation System for Medical Visual Question Answering—0
Large Language Models are Complex Table Parsers—0
Large language models in healthcare and medical domain: A review—0
SocialStigmaQA: A Benchmark to Uncover Stigma Amplification in Generative Language Models—0
Remote Sensing Vision-Language Foundation Models without Annotations via Ground Remote Alignment—0
Safety Alignment in NLP Tasks: Weakly Aligned Summarization as an In-Context AttackCode0
Vista-LLaMA: Reliable Video Narrator via Equal Distance to Visual Tokens—0
Image Content Generation with Causal ReasoningCode0
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
PaperQA: Retrieval-Augmented Generative Agent for Scientific Research—0
MoVQA: A Benchmark of Versatile Question-Answering for Long-Form Movie Understanding—0
DelucionQA: Detecting Hallucinations in Domain-specific Question Answering—0
Retrieval-based Video Language Model for Efficient Long Video Question Answering—0
GYM at Qur’an QA 2023 Shared Task: Multi-Task Transfer Learning for Quranic Passage Retrieval and Question Answering with Large Language ModelsCode0
Language Model Knowledge Distillation for Efficient Question Answering in SpanishCode0
XAIQA: Explainer-Based Data Augmentation for Extractive Question Answering—0
CLAMP: Contrastive LAnguage Model Prompt-tuning—0
ChatGPT as a Math Questioner? Evaluating ChatGPT on Generating Pre-university Math QuestionsCode0
Evaluating Dependencies in Fact Editing for Language Models: Specificity and Implication AwarenessCode0
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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