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

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 8201–8225 of 10817 papers

TitleStatusHype
Instance-Level Trojan Attacks on Visual Question Answering via Adversarial Learning in Neuron Activation Space—0
Cross-Language Approach for Quranic QA—0
In Situ Answer Sentence Selection at Web-scale—0
Augmenting Image Question Answering Dataset by Exploiting Image Captions—0
An Answer Verbalization Dataset for Conversational Question Answerings over Knowledge Graphs—0
``A Distorted Skull Lies in the Bottom Center...'' Identifying Paintings from Text Descriptions—0
A Chinese Multi-type Complex Questions Answering Dataset over Wikidata—0
Insights into Classifying and Mitigating LLMs' Hallucinations—0
Inside ASCENT: Exploring a Deep Commonsense Knowledge Base and its Usage in Question Answering—0
Crossformer: Transformer with Alternated Cross-Layer Guidance—0
InsertGNN: Can Graph Neural Networks Outperform Humans in TOEFL Sentence Insertion Problem?—0
Insect-Foundation: A Foundation Model and Large Multimodal Dataset for Vision-Language Insect Understanding—0
Cross Encoding as Augmentation: Towards Effective Educational Text Classification—0
Inquire, Interact, and Integrate: A Proactive Agent Collaborative Framework for Zero-Shot Multimodal Medical Reasoning—0
Cross-Domain Generalization Through Memorization: A Study of Nearest Neighbors in Neural Duplicate Question Detection—0
Augmenting a Large Language Model with a Combination of Text and Visual Data for Conversational Visualization of Global Geospatial Data—0
An Annotated Corpus of Webtables for Information Extraction Tasks—0
Innovative Bert-based Reranking Language Models for Speech Recognition—0
InnerThoughts: Disentangling Representations and Predictions in Large Language Models—0
Inner Attention based Recurrent Neural Networks for Answer Selection—0
InkubaLM: A small language model for low-resource African languages—0
Cross-Domain Answer Ranking using Importance Sampling—0
Initial Steps for Building a Lexicon of Adjectives with Scalemates—0
Cross-Document Co-Reference Resolution using Sample-Based Clustering with Knowledge Enrichment—0
An Analysis on Large Language Models in Healthcare: A Case Study of BioBERT—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