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 1651–1675 of 10817 papers

TitleStatusHype
A Claim Decomposition Benchmark for Long-form Answer VerificationCode0
RuleRAG: Rule-guided retrieval-augmented generation with language models for question answeringCode1
Telco-DPR: A Hybrid Dataset for Evaluating Retrieval Models of 3GPP Technical Specifications—0
Unleashing the Power of LLMs as Multi-Modal Encoders for Text and Graph-Structured Data—0
OMCAT: Omni Context Aware Transformer—0
Empowering Users in Digital Privacy Management through Interactive LLM-Based Agents—0
Causal Reasoning in Large Language Models: A Knowledge Graph Approach—0
LargePiG: Your Large Language Model is Secretly a Pointer Generator—0
Difficult Task Yes but Simple Task No: Unveiling the Laziness in Multimodal LLMsCode0
SHAKTI: A 2.5 Billion Parameter Small Language Model Optimized for Edge AI and Low-Resource Environments—0
AGENTiGraph: An Interactive Knowledge Graph Platform for LLM-based Chatbots Utilizing Private Data—0
VidEgoThink: Assessing Egocentric Video Understanding Capabilities for Embodied AICode2
FLARE: Faithful Logic-Aided Reasoning and Exploration—0
QUITE: Quantifying Uncertainty in Natural Language Text in Bayesian Reasoning ScenariosCode0
LongMemEval: Benchmarking Chat Assistants on Long-Term Interactive MemoryCode3
SensorLLM: Human-Intuitive Alignment of Multivariate Sensor Data with LLMs for Activity RecognitionCode2
TemporalBench: Benchmarking Fine-grained Temporal Understanding for Multimodal Video ModelsCode1
Free Video-LLM: Prompt-guided Visual Perception for Efficient Training-free Video LLMsCode2
Will LLMs Replace the Encoder-Only Models in Temporal Relation Classification?Code0
EasyRAG: Efficient Retrieval-Augmented Generation Framework for Automated Network OperationsCode4
Towards Foundation Models for 3D Vision: How Close Are We?Code1
Eliminating the Language Bias for Visual Question Answering with fine-grained Causal Intervention—0
BanglaQuAD: A Bengali Open-domain Question Answering Dataset—0
KBLaM: Knowledge Base augmented Language ModelCode5
Surgical-LLaVA: Toward Surgical Scenario Understanding via Large Language and Vision Models—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