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 5326–5350 of 10817 papers

TitleStatusHype
Bottom-Up Synthesis of Knowledge-Grounded Task-Oriented Dialogues with Iteratively Self-Refined Prompts—0
EHRTutor: Enhancing Patient Understanding of Discharge Instructions—0
Bootstrapping a Romanian Corpus for Medical Named Entity Recognition—0
Boosting the creation of a treebank—0
Agent Smith: Teaching Question Answering to Jill Watson—0
AAAR-1.0: Assessing AI's Potential to Assist Research—0
Boosting Question Answering by Deep Entity Recognition—0
Answering List Questions using Web as a corpus—0
Boosting Low-Resource Biomedical QA via Entity-Aware Masking Strategies—0
EffiQA: Efficient Question-Answering with Strategic Multi-Model Collaboration on Knowledge Graphs—0
Boosting Lossless Speculative Decoding via Feature Sampling and Partial Alignment Distillation—0
Answering Legal Questions by Learning Neural Attentive Text Representation—0
AgentPS: Agentic Process Supervision for Multi-modal Content Quality Assurance through Multi-round QA—0
Efficient Tree-based Approximation for Entailment Graph Learning—0
Efficient Search for Transformation-based Inference—0
Knowledgeable In-Context Tuning: Exploring and Exploiting Factual Knowledge for In-Context Learning—0
Efficient Retrieval Optimized Multi-task Learning—0
Answering Image Riddles using Vision and Reasoning through Probabilistic Soft Logic—0
EfficientQA : a RoBERTa Based Phrase-Indexed Question-Answering System—0
Boosting Cross-task Transferability of Adversarial Patches with Visual Relations—0
Efficient Prompting for LLM-based Generative Internet of Things—0
Efficient Prompt Caching via Embedding Similarity—0
Cross-lingual QA: A Key to Unlocking In-context Cross-lingual Performance—0
Answering from Sure to Uncertain: Uncertainty-Aware Curriculum Learning for Video Question Answering—0
AGENTiGraph: An Interactive Knowledge Graph Platform for LLM-based Chatbots Utilizing Private Data—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