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 951–1000 of 10817 papers

TitleStatusHype
ChatVLA: Unified Multimodal Understanding and Robot Control with Vision-Language-Action ModelCode1
DeCoRe: Decoding by Contrasting Retrieval Heads to Mitigate HallucinationsCode1
Check It Again: Progressive Visual Question Answering via Visual EntailmentCode1
Invoke Interfaces Only When Needed: Adaptive Invocation for Large Language Models in Question AnsweringCode1
DeepEdit: Knowledge Editing as Decoding with ConstraintsCode1
Deep Learning Based Text Classification: A Comprehensive ReviewCode1
IT5: Text-to-text Pretraining for Italian Language Understanding and GenerationCode1
An Optimal Algorithm for Finding Champions in Tournament GraphsCode1
ChatGPT: Jack of all trades, master of noneCode1
Foundation Model is Efficient Multimodal Multitask Model SelectorCode1
ECONET: Effective Continual Pretraining of Language Models for Event Temporal ReasoningCode1
ChartInstruct: Instruction Tuning for Chart Comprehension and ReasoningCode1
CharBERT: Character-aware Pre-trained Language ModelCode1
Aligning Instruction Tasks Unlocks Large Language Models as Zero-Shot Relation ExtractorsCode1
DeFormer: Decomposing Pre-trained Transformers for Faster Question AnsweringCode1
Dense-Caption Matching and Frame-Selection Gating for Temporal Localization in VideoQACode1
DELIFT: Data Efficient Language model Instruction Fine TuningCode1
Dense and Aligned Captions (DAC) Promote Compositional Reasoning in VL ModelsCode1
Formal Query Building with Query Structure Prediction for Complex Question Answering over Knowledge BaseCode1
K-Adapter: Infusing Knowledge into Pre-Trained Models with AdaptersCode1
Forward Learning of Graph Neural NetworksCode1
ChiMed-GPT: A Chinese Medical Large Language Model with Full Training Regime and Better Alignment to Human PreferencesCode1
Characterizing Truthfulness in Large Language Model Generations with Local Intrinsic DimensionCode1
KETM:A Knowledge-Enhanced Text Matching methodCode1
FoodieQA: A Multimodal Dataset for Fine-Grained Understanding of Chinese Food CultureCode1
Dense Hierarchical Retrieval for Open-Domain Question AnsweringCode1
Densely Connected Attention Propagation for Reading ComprehensionCode1
CharacterBox: Evaluating the Role-Playing Capabilities of LLMs in Text-Based Virtual WorldsCode1
Designing a Minimal Retrieve-and-Read System for Open-Domain Question AnsweringCode1
KG-Retriever: Efficient Knowledge Indexing for Retrieval-Augmented Large Language ModelsCode1
Change Detection Meets Visual Question AnsweringCode1
Describe Anything Model for Visual Question Answering on Text-rich ImagesCode1
ChartQAPro: A More Diverse and Challenging Benchmark for Chart Question AnsweringCode1
Development and bilingual evaluation of Japanese medical large language model within reasonably low computational resourcesCode1
A Self-Training Method for Machine Reading Comprehension with Soft Evidence ExtractionCode1
A Semantic-based Method for Unsupervised Commonsense Question AnsweringCode1
Fool Your (Vision and) Language Model With Embarrassingly Simple PermutationsCode1
Detecting and Preventing Hallucinations in Large Vision Language ModelsCode1
Detecting Hate Speech in Multi-modal MemesCode1
Knowledge-Based Video Question Answering with Unsupervised Scene DescriptionsCode1
Found a Reason for me? Weakly-supervised Grounded Visual Question Answering using CapsulesCode1
A Sequential Flow Control Framework for Multi-hop Knowledge Base Question AnsweringCode1
Dialog Inpainting: Turning Documents into DialogsCode1
Knowledge Graph-based Question Answering with Electronic Health RecordsCode1
GameEval: Evaluating LLMs on Conversational GamesCode1
Cue-CoT: Chain-of-thought Prompting for Responding to In-depth Dialogue Questions with LLMsCode1
Chain-of-Skills: A Configurable Model for Open-domain Question AnsweringCode1
An Empirical Study of Pre-trained Transformers for Arabic Information ExtractionCode1
Adaptive Information Seeking for Open-Domain Question AnsweringCode1
MR-GSM8K: A Meta-Reasoning Benchmark for Large Language Model EvaluationCode1
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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