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 4051–4075 of 10817 papers

TitleStatusHype
MindBench: A Comprehensive Benchmark for Mind Map Structure Recognition and Analysis—0
UnSeenTimeQA: Time-Sensitive Question-Answering Beyond LLMs' Memorization—0
ESQA: Event Sequences Question Answering—0
SemioLLM: Assessing Large Language Models for Semiological Analysis in Epilepsy Research—0
BACON: Improving Clarity of Image Captions via Bag-of-Concept Graphs—0
FSM: A Finite State Machine Based Zero-Shot Prompting Paradigm for Multi-Hop Question Answering—0
Certainly Uncertain: A Benchmark and Metric for Multimodal Epistemic and Aleatoric Awareness—0
Neurocache: Efficient Vector Retrieval for Long-range Language ModelingCode0
The Solution for the ICCV 2023 Perception Test Challenge 2023 -- Task 6 -- Grounded videoQA—0
Synthetic Multimodal Question Generation—0
RankRAG: Unifying Context Ranking with Retrieval-Augmented Generation in LLMs—0
Optimization of Retrieval-Augmented Generation Context with Outlier Detection—0
Calibrated Large Language Models for Binary Question Answering—0
Dynamic Few-Shot Learning for Knowledge Graph Question Answering—0
An Empirical Comparison of Generative Approaches for Product Attribute-Value IdentificationCode0
M2QA: Multi-domain Multilingual Question AnsweringCode0
Ground Every Sentence: Improving Retrieval-Augmented LLMs with Interleaved Reference-Claim Generation—0
Hierarchical Memory for Long Video QA—0
Financial Knowledge Large Language Model—0
Too Late to Train, Too Early To Use? A Study on Necessity and Viability of Low-Resource Bengali LLMs—0
BioKGBench: A Knowledge Graph Checking Benchmark of AI Agent for Biomedical ScienceCode0
BeamAggR: Beam Aggregation Reasoning over Multi-source Knowledge for Multi-hop Question Answering—0
Assistive Image Annotation Systems with Deep Learning and Natural Language Capabilities: A Review—0
Follow-Up Questions Improve Documents Generated by Large Language Models—0
FlowVQA: Mapping Multimodal Logic in Visual Question Answering with Flowcharts—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