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 2426–2450 of 10817 papers

TitleStatusHype
Argument structure of adverbial derivatives in Russian—0
Does QA-based intermediate training help fine-tuning language models for text classification?—0
Argument Similarity Assessment in German for Intelligent Tutoring: Crowdsourced Dataset and First Experiments—0
ArgumenText: Searching for Arguments in Heterogeneous Sources—0
Chinese Whispers: Cooperative Paraphrase Acquisition—0
Chinese Tense Labelling and Causal Analysis—0
AlignFormer: Modality Matching Can Achieve Better Zero-shot Instruction-Following Speech-LLM—0
Does Similarity Matter? The Case of Answer Extraction from Technical Discussion Forums—0
Does the "most sinfully decadent cake ever" taste good? Answering Yes/No Questions from Figurative Contexts—0
Do great minds think alike? Investigating Human-AI Complementarity in Question Answering with CAIMIRA—0
Domain-robust VQA with diverse datasets and methods but no target labels—0
Do Transformers Dream of Inference, or Can Pretrained Generative Models Learn Implicit Inferential Rules?—0
Chinese Semantic Role Labeling using High-quality Syntactic Knowledge—0
Argument-Based Comparative Question Answering Evaluation Benchmark—0
Chinese Open Relation Extraction for Knowledge Acquisition—0
Chinese Named Entity Abbreviation Generation Using First-Order Logic—0
Aligned Vector Quantization for Edge-Cloud Collabrative Vision-Language Models—0
Chinese Movie Dialogue Question Answering Dataset—0
Aligned Image-Word Representations Improve Inductive Transfer Across Vision-Language Tasks—0
Chinese Answer Extraction Based on POS Tree and Genetic Algorithm—0
Are You Talking to Me? Reasoned Visual Dialog Generation through Adversarial Learning—0
Adapting general-purpose speech recognition engine output for domain-specific natural language question answering—0
Adapting Entities across Languages and Cultures—0
Are You Talking to a Machine? Dataset and Methods for Multilingual Image Question—0
Beyond Prompting: An Efficient Embedding Framework for Open-Domain Question Answering—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