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 4401–4450 of 10817 papers

TitleStatusHype
Is Summary Useful or Not? An Extrinsic Human Evaluation of Text Summaries on Downstream Tasks—0
Spoken Question Answering and Speech Continuation Using Spectrogram-Powered LLMCode0
Image Manipulation via Multi-Hop Instructions -- A New Dataset and Weakly-Supervised Neuro-Symbolic Approach—0
Pre-training Language Models for Comparative Reasoning—0
Few-shot Unified Question Answering: Tuning Models or Prompts?—0
Exploring Contrast Consistency of Open-Domain Question Answering Systems on Minimally Edited QuestionsCode0
Sources of Hallucination by Large Language Models on Inference TasksCode1
RetICL: Sequential Retrieval of In-Context Examples with Reinforcement LearningCode1
BAND: Biomedical Alert News DatasetCode0
Knowledge Graphs Querying—0
Asking Clarification Questions to Handle Ambiguity in Open-Domain QACode1
Evaluating and Modeling Attribution for Cross-Lingual Question Answering—0
Question Answering as Programming for Solving Time-Sensitive QuestionsCode1
Few-Shot Data Synthesis for Open Domain Multi-Hop Question Answering—0
RET-LLM: Towards a General Read-Write Memory for Large Language ModelsCode6
On the Risk of Misinformation Pollution with Large Language ModelsCode1
MemeCap: A Dataset for Captioning and Interpreting MemesCode1
Towards Graph-hop Retrieval and Reasoning in Complex Question Answering over Textual Database—0
i-Code Studio: A Configurable and Composable Framework for Integrative AI—0
Continual Dialogue State Tracking via Example-Guided Question AnsweringCode0
IfQA: A Dataset for Open-domain Question Answering under Counterfactual Presuppositions—0
Knowledge of Knowledge: Exploring Known-Unknowns Uncertainty with Large Language ModelsCode0
Fine-tuned LLMs Know More, Hallucinate Less with Few-Shot Sequence-to-Sequence Semantic Parsing over WikidataCode1
Make a Choice! Knowledge Base Question Answering with In-Context Learning—0
DUBLIN -- Document Understanding By Language-Image Network—0
The CoT Collection: Improving Zero-shot and Few-shot Learning of Language Models via Chain-of-Thought Fine-TuningCode2
Language Models with Rationality—0
HOP, UNION, GENERATE: Explainable Multi-hop Reasoning without Rationale Supervision—0
AVeriTeC: A Dataset for Real-world Claim Verification with Evidence from the WebCode1
FACTIFY3M: A Benchmark for Multimodal Fact Verification with Explainability through 5W Question-Answering—0
REFinD: Relation Extraction Financial DatasetCode0
How Language Model Hallucinations Can SnowballCode1
A Comprehensive Survey of Sentence Representations: From the BERT Epoch to the ChatGPT Era and Beyond—0
Knowledge-Retrieval Task-Oriented Dialog Systems with Semi-SupervisionCode0
Evaluating Prompt-based Question Answering for Object Prediction in the Open Research Knowledge GraphCode0
Teaching Probabilistic Logical Reasoning to TransformersCode0
MultiTabQA: Generating Tabular Answers for Multi-Table Question AnsweringCode1
Beneath Surface Similarity: Large Language Models Make Reasonable Scientific Analogies after Structure AbductionCode0
LLMs for Knowledge Graph Construction and Reasoning: Recent Capabilities and Future OpportunitiesCode2
VLAB: Enhancing Video Language Pre-training by Feature Adapting and Blending—0
Evaluating Open-QA EvaluationCode1
Pruning Pre-trained Language Models with Principled Importance and Self-regularizationCode0
Enhancing Few-shot Text-to-SQL Capabilities of Large Language Models: A Study on Prompt Design Strategies—0
TheoremQA: A Theorem-driven Question Answering datasetCode1
Model Analysis & Evaluation for Ambiguous Question AnsweringCode0
Continually Improving Extractive QA via Human FeedbackCode0
Target-Aware Spatio-Temporal Reasoning via Answering Questions in Dynamics Audio-Visual ScenariosCode0
VNHSGE: VietNamese High School Graduation Examination Dataset for Large Language ModelsCode1
What Makes for Good Visual Tokenizers for Large Language Models?Code1
Pengi: An Audio Language Model for Audio TasksCode2
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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