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 1051–1100 of 10817 papers

TitleStatusHype
VideoCon: Robust Video-Language Alignment via Contrast CaptionsCode1
Temporal Knowledge Question Answering via Abstract Reasoning InductionCode1
ContraDoc: Understanding Self-Contradictions in Documents with Large Language ModelsCode1
Carpe Diem: On the Evaluation of World Knowledge in Lifelong Language ModelsCode1
Bring Your Own KG: Self-Supervised Program Synthesis for Zero-Shot KGQACode1
A Comprehensive Evaluation of GPT-4V on Knowledge-Intensive Visual Question AnsweringCode1
A Step Closer to Comprehensive Answers: Constrained Multi-Stage Question Decomposition with Large Language ModelsCode1
InfMLLM: A Unified Framework for Visual-Language TasksCode1
Knowledgeable Preference Alignment for LLMs in Domain-specific Question AnsweringCode1
ChiMed-GPT: A Chinese Medical Large Language Model with Full Training Regime and Better Alignment to Human PreferencesCode1
TencentLLMEval: A Hierarchical Evaluation of Real-World Capabilities for Human-Aligned LLMsCode1
SEMQA: Semi-Extractive Multi-Source Question AnsweringCode1
LooGLE: Can Long-Context Language Models Understand Long Contexts?Code1
GENOME: GenerativE Neuro-symbOlic visual reasoning by growing and reusing ModulEsCode1
Massive Editing for Large Language Models via Meta LearningCode1
Prompt Cache: Modular Attention Reuse for Low-Latency InferenceCode1
Benchmarking Geospatial Question Answering Engines using the Dataset GeoQuestions1089Code1
GPT-4V-AD: Exploring Grounding Potential of VQA-oriented GPT-4V for Zero-shot Anomaly DetectionCode1
SAC3: Reliable Hallucination Detection in Black-Box Language Models via Semantic-aware Cross-check ConsistencyCode1
Effective Human-AI Teams via Learned Natural Language Rules and OnboardingCode1
Language Guided Visual Question Answering: Elevate Your Multimodal Language Model Using Knowledge-Enriched PromptsCode1
Split-NER: Named Entity Recognition via Two Question-Answering-based ClassificationsCode1
Multimodal ChatGPT for Medical Applications: an Experimental Study of GPT-4VCode1
EHRXQA: A Multi-Modal Question Answering Dataset for Electronic Health Records with Chest X-ray ImagesCode1
From Values to Opinions: Predicting Human Behaviors and Stances Using Value-Injected Large Language ModelsCode1
3D-Aware Visual Question Answering about Parts, Poses and OcclusionsCode1
AntifakePrompt: Prompt-Tuned Vision-Language Models are Fake Image DetectorsCode1
Towards Perceiving Small Visual Details in Zero-shot Visual Question Answering with Multimodal LLMsCode1
Large Language Models are Temporal and Causal Reasoners for Video Question AnsweringCode1
NuTrea: Neural Tree Search for Context-guided Multi-hop KGQACode1
MarkQA: A large scale KBQA dataset with numerical reasoningCode1
Tree of Clarifications: Answering Ambiguous Questions with Retrieval-Augmented Large Language ModelsCode1
Once Upon a Time in Graph: Relative-Time Pretraining for Complex Temporal ReasoningCode1
Diversify Question Generation with Retrieval-Augmented Style TransferCode1
Merging Generated and Retrieved Knowledge for Open-Domain QACode1
CXR-LLAVA: a multimodal large language model for interpreting chest X-ray imagesCode1
MoqaGPT : Zero-Shot Multi-modal Open-domain Question Answering with Large Language ModelCode1
Self-prompted Chain-of-Thought on Large Language Models for Open-domain Multi-hop ReasoningCode1
Knowledge-Augmented Language Model VerificationCode1
Empirical Study of Zero-Shot NER with ChatGPTCode1
BioPlanner: Automatic Evaluation of LLMs on Protocol Planning in BiologyCode1
JMedLoRA:Medical Domain Adaptation on Japanese Large Language Models using Instruction-tuningCode1
Untying the Reversal Curse via Bidirectional Language Model EditingCode1
In-Context Learning with Iterative Demonstration SelectionCode1
Qilin-Med: Multi-stage Knowledge Injection Advanced Medical Large Language ModelCode1
Large Language Models for Scientific Synthesis, Inference and ExplanationCode1
OpsEval: A Comprehensive IT Operations Benchmark Suite for Large Language ModelsCode1
Beyond Factuality: A Comprehensive Evaluation of Large Language Models as Knowledge GeneratorsCode1
QACHECK: A Demonstration System for Question-Guided Multi-Hop Fact-CheckingCode1
MemSum-DQA: Adapting An Efficient Long Document Extractive Summarizer for Document Question AnsweringCode1
Show:102550
← PrevPage 22 of 217Next →
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