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 3751–3775 of 10817 papers

TitleStatusHype
Dataset Bias Mitigation in Multiple-Choice Visual Question Answering and Beyond—0
CXR-LLAVA: a multimodal large language model for interpreting chest X-ray imagesCode1
One Model for All: Large Language Models are Domain-Agnostic Recommendation Systems—0
QA-NatVer: Question Answering for Natural Logic-based Fact VerificationCode0
An In-Context Schema Understanding Method for Knowledge Base Question Answering—0
Merging Generated and Retrieved Knowledge for Open-Domain QACode1
Retrieval-Augmented Chain-of-Thought in Semi-structured Domains—0
Large Language Models and Multimodal Retrieval for Visual Word Sense DisambiguationCode0
SALMONN: Towards Generic Hearing Abilities for Large Language ModelsCode3
A Simple Baseline for Knowledge-Based Visual Question AnsweringCode0
Robust Training for Conversational Question Answering Models with Reinforced Reformulation Generation—0
POSQA: Probe the World Models of LLMs with Size ComparisonsCode0
Self-prompted Chain-of-Thought on Large Language Models for Open-domain Multi-hop ReasoningCode1
Primacy Effect of ChatGPTCode0
Test-Time Self-Adaptive Small Language Models for Question AnsweringCode0
MoqaGPT : Zero-Shot Multi-modal Open-domain Question Answering with Large Language ModelCode1
SILC: Improving Vision Language Pretraining with Self-Distillation—0
Optimizing Retrieval-augmented Reader Models via Token EliminationCode0
Self-Consistency of Large Language Models under AmbiguityCode0
CLIFT: Analysing Natural Distribution Shift on Question Answering Models in Clinical DomainCode0
RSAdapter: Adapting Multimodal Models for Remote Sensing Visual Question AnsweringCode0
Reliable Academic Conference Question Answering: A Study Based on Large Language ModelCode0
Knowledge-Augmented Language Model VerificationCode1
Time-Aware Representation Learning for Time-Sensitive Question AnsweringCode0
PSYCHIC: A Neuro-Symbolic Framework for Knowledge Graph Question-Answering GroundingCode0
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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