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 3401–3425 of 10817 papers

TitleStatusHype
DR-RAG: Applying Dynamic Document Relevance to Retrieval-Augmented Generation for Question-Answering—0
EpMAN: Episodic Memory AttentioN for Generalizing to Longer Contexts—0
A French Corpus for Semantic Similarity—0
A Picture May Be Worth a Hundred Words for Visual Question Answering—0
EQUATOR: A Deterministic Framework for Evaluating LLM Reasoning with Open-Ended Questions. # v1.0.0-beta—0
Equipping Language Models with Tool Use Capability for Tabular Data Analysis in Finance—0
FCICU: The Integration between Sense-Based Kernel and Surface-Based Methods to Measure Semantic Textual Similarity—0
Fear the REAPER: A System for Automatic Multi-Document Summarization with Reinforcement Learning—0
A Confidence-Based Interface for Neuro-Symbolic Visual Question Answering—0
An Open-source Framework for Multi-level Semantic Similarity Measurement—0
ERATTA: Extreme RAG for Table To Answers with Large Language Models—0
ErgoChat: a Visual Query System for the Ergonomic Risk Assessment of Construction Workers—0
Improving Small Language Models on PubMedQA via Generative Data Augmentation—0
Ericson: An Interactive Open-Domain Conversational Search Agent—0
DriveRX: A Vision-Language Reasoning Model for Cross-Task Autonomous Driving—0
FaVChat: Unlocking Fine-Grained Facail Video Understanding with Multimodal Large Language Models—0
BiasAlert: A Plug-and-play Tool for Social Bias Detection in LLMs—0
Can Click Patterns across User's Query Logs Predict Answers to Definition Questions?—0
An Open-Source Dual-Loss Embedding Model for Semantic Retrieval in Higher Education—0
Drilling Down into the Discourse Structure with LLMs for Long Document Question Answering—0
ERNIE-Search: Bridging Cross-Encoder with Dual-Encoder via Self On-the-fly Distillation for Dense Passage Retrieval—0
ERNIE-UniX2: A Unified Cross-lingual Cross-modal Framework for Understanding and Generation—0
eRock at Qur’an QA 2022: Contemporary Deep Neural Networks for Qur’an based Reading Comprehension Question Answers—0
ER-RAG: Enhance RAG with ER-Based Unified Modeling of Heterogeneous Data Sources—0
A Free Lunch in Generating Datasets: Building a VQG and VQA System with Attention and Humans in the Loop—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