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 5151–5175 of 10817 papers

TitleStatusHype
The Consensus Game: Language Model Generation via Equilibrium Search—0
From Large Language Models to Knowledge Graphs for Biomarker Discovery in Cancer—0
Formally Specifying the High-Level Behavior of LLM-Based Agents—0
ClimateBERT-NetZero: Detecting and Assessing Net Zero and Reduction Targets—0
Expanding the Vocabulary of BERT for Knowledge Base ConstructionCode0
Low-Resource Clickbait Spoiling for Indonesian via Question Answering—0
Ziya-Visual: Bilingual Large Vision-Language Model via Multi-Task Instruction Tuning—0
Question Answering for Electronic Health Records: A Scoping Review of datasets and models—0
QASiNa: Religious Domain Question Answering using Sirah NabawiyahCode0
Open-Set Knowledge-Based Visual Question Answering with Inference PathsCode0
GraphextQA: A Benchmark for Evaluating Graph-Enhanced Large Language ModelsCode0
Training Generative Question-Answering on Synthetic Data Obtained from an Instruct-tuned Model—0
Framework for Question-Answering in Sanskrit through Automated Construction of Knowledge Graphs—0
Do Large Language Models have Shared Weaknesses in Medical Question Answering?—0
OpenLEAF: Open-Domain Interleaved Image-Text Generation and Evaluation—0
Uncovering Hidden Connections: Iterative Search and Reasoning for Video-grounded DialogCode0
Jaeger: A Concatenation-Based Multi-Transformer VQA Model—0
InstructRetro: Instruction Tuning post Retrieval-Augmented Pretraining—0
An Analysis on Large Language Models in Healthcare: A Case Study of BioBERT—0
Improving mitosis detection on histopathology images using large vision-language models—0
MatChat: A Large Language Model and Application Service Platform for Materials Science—0
Teaching Language Models to Hallucinate Less with Synthetic Tasks—0
Tackling Data Bias in MUSIC-AVQA: Crafting a Balanced Dataset for Unbiased Question-AnsweringCode0
Answer Candidate Type Selection: Text-to-Text Language Model for Closed Book Question Answering Meets Knowledge Graphs—0
SEER : A Knapsack approach to Exemplar Selection for In-Context HybridQACode0
Show:102550
← PrevPage 207 of 433Next →
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