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 2301–2325 of 10817 papers

TitleStatusHype
CL-ReKD: Cross-lingual Knowledge Distillation for Multilingual Retrieval Question Answering—0
AliMe KBQA: Question Answering over Structured Knowledge for E-commerce Customer Service—0
AliMe Assist: An Intelligent Assistant for Creating an Innovative E-commerce Experience—0
CLOVA: A Closed-Loop Visual Assistant with Tool Usage and Update—0
Clotho-AQA: A Crowdsourced Dataset for Audio Question Answering—0
A Simple Approach to Jointly Rank Passages and Select Relevant Sentences in the OBQA Context—0
A Simple and Effective Approach to the Story Cloze Test—0
A Brief History of Named Entity Recognition—0
Directional Gradient Projection for Robust Fine-Tuning of Foundation Models—0
Disambiguation in Conversational Question Answering in the Era of LLM: A Survey—0
CL-MoE: Enhancing Multimodal Large Language Model with Dual Momentum Mixture-of-Experts for Continual Visual Question Answering—0
CliqueParcel: An Approach For Batching LLM Prompts That Jointly Optimizes Efficiency And Faithfulness—0
CLIP-UP: CLIP-Based Unanswerable Problem Detection for Visual Question Answering—0
CLIP-TD: CLIP Targeted Distillation for Vision-Language Tasks—0
A Short Survey on Taxonomy Learning from Text Corpora: Issues, Resources and Recent Advances—0
AlignVE: Visual Entailment Recognition Based on Alignment Relations—0
CLIP-Powered TASS: Target-Aware Single-Stream Network for Audio-Visual Question Answering—0
CLIP Models are Few-shot Learners: Empirical Studies on VQA and Visual Entailment—0
A Shared Task on Multimodal Machine Translation and Crosslingual Image Description—0
A Shallow Discourse Parsing System Based On Maximum Entropy Model—0
Adaptive Clustering for Coreference Resolution with Deterministic Rules and Web-Based Language Models—0
Cost-Effective Hallucination Detection for LLMs—0
CLINIQA: A Machine Intelligence Based Clinical Question Answering System—0
ASGen: Answer-containing Sentence Generation to Pre-Train Question Generator for Scale-up Data in Question Answering—0
Clinical Reading Comprehension with Encoder-Decoder Models Enhanced by Direct Preference Optimization—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