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 3001–3025 of 10817 papers

TitleStatusHype
Vendi-RAG: Adaptively Trading-Off Diversity And Quality Significantly Improves Retrieval Augmented Generation With LLMs—0
K-Edit: Language Model Editing with Contextual Knowledge Awareness—0
NitiBench: A Comprehensive Studies of LLM Frameworks Capabilities for Thai Legal Question AnsweringCode0
Evaluating the Meta- and Object-Level Reasoning of Large Language Models for Question Answering—0
Post-training an LLM for RAG? Train on Self-Generated Demonstrations—0
V2V-LLM: Vehicle-to-Vehicle Cooperative Autonomous Driving with Multi-Modal Large Language Models—0
Insect-Foundation: A Foundation Model and Large Multimodal Dataset for Vision-Language Insect Understanding—0
Improving TCM Question Answering through Tree-Organized Self-Reflective Retrieval with LLMs—0
Abduction of Domain Relationships from Data for VQA—0
Beyond English: The Impact of Prompt Translation Strategies across Languages and Tasks in Multilingual LLMs—0
LP-LM: No Hallucinations in Question Answering with Logic ProgrammingCode0
SelfCite: Self-Supervised Alignment for Context Attribution in Large Language ModelsCode0
Diversity Enhances an LLM's Performance in RAG and Long-context Task—0
Visual Graph Question Answering with ASP and LLMs for Language Parsing—0
EmoAssist: Emotional Assistant for Visual Impairment Community—0
On Mechanistic Circuits for Extractive Question-Answering—0
FoQA: A Faroese Question-Answering Dataset—0
ReTreever: Tree-based Coarse-to-Fine Representations for Retrieval—0
Making Language Models Robust Against Negation—0
Elevating Legal LLM Responses: Harnessing Trainable Logical Structures and Semantic Knowledge with Legal ReasoningCode0
Vision-Language Models for Edge Networks: A Comprehensive Survey—0
Learning Musical Representations for Music Performance Question AnsweringCode0
Who Taught You That? Tracing Teachers in Model Distillation—0
RoToR: Towards More Reliable Responses for Order-Invariant InputsCode0
Generative Distribution Prediction: A Unified Approach to Multimodal Learning—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