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 6376–6400 of 10817 papers

TitleStatusHype
Multi-hop Question Answering—0
A Multi-strategy Query Processing Approach for Biomedical Question Answering: USTB\_PRIR at BioASQ 2017 Task 5B—0
M-LLM Based Video Frame Selection for Efficient Video Understanding—0
MLLM-LLaVA-FL: Multimodal Large Language Model Assisted Federated Learning—0
How good are Large Language Models on African Languages?—0
Multi-Agent Embodied Question Answering in Interactive Environments—0
How good are deep models in understanding the generated images?—0
How Generative-AI can be Effectively used in Government Chatbots—0
MLSA --- A Multi-layered Reference Corpus for German Sentiment Analysis—0
MM-AVS: A Full-Scale Dataset for Multi-modal Summarization—0
A Survey on Legal Question Answering Systems—0
MMCOMPOSITION: Revisiting the Compositionality of Pre-trained Vision-Language Models—0
ELIXR: Towards a general purpose X-ray artificial intelligence system through alignment of large language models and radiology vision encoders—0
MMED: A Multi-domain and Multi-modality Event Dataset—0
MME-Finance: A Multimodal Finance Benchmark for Expert-level Understanding and Reasoning—0
How Far Can Off-the-Shelf Multimodal Large Language Models Go in Online Episodic Memory Question Answering?—0
Contextualized Query Embeddings for Conversational Search—0
A Multi-Stage Memory Augmented Neural Network for Machine Reading Comprehension—0
Addressing Hallucinations with RAG and NMISS in Italian Healthcare LLM Chatbots—0
MMIU: Dataset for Visual Intent Understanding in Multimodal Assistants—0
MMKB-RAG: A Multi-Modal Knowledge-Based Retrieval-Augmented Generation Framework—0
Embedding-based Retrieval with LLM for Effective Agriculture Information Extracting from Unstructured Data—0
Contextualized Knowledge-aware Attentive Neural Network: Enhancing Answer Selection with Knowledge—0
How do QA models combine knowledge from LM and 100 passages?—0
How do Negation and Modality Impact on Opinions?—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