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 2951–2975 of 10817 papers

TitleStatusHype
Improved Baselines for Data-efficient Perceptual Augmentation of LLMs—0
DESIRE-ME: Domain-Enhanced Supervised Information REtrieval using Mixture-of-ExpertsCode0
PARAMANU-AYN: Pretrain from scratch or Continual Pretraining of LLMs for Legal Domain Adaptation?—0
Polaris: A Safety-focused LLM Constellation Architecture for Healthcare—0
WoLF: Wide-scope Large Language Model Framework for CXR Understanding—0
Towards Unsupervised Question Answering System with Multi-level Summarization for Legal Text—0
Efficient Encoder-Decoder Transformer Decoding for Decomposable TasksCode0
VL-ICL Bench: The Devil in the Details of Multimodal In-Context LearningCode2
As Firm As Their Foundations: Can open-sourced foundation models be used to create adversarial examples for downstream tasks?—0
Dr3: Ask Large Language Models Not to Give Off-Topic Answers in Open Domain Multi-Hop Question AnsweringCode0
SEVEN: Pruning Transformer Model by Reserving SentinelsCode0
AlphaFin: Benchmarking Financial Analysis with Retrieval-Augmented Stock-Chain FrameworkCode3
SpatialPIN: Enhancing Spatial Reasoning Capabilities of Vision-Language Models through Prompting and Interacting 3D Priors—0
Syn-QA2: Evaluating False Assumptions in Long-tail Questions with Synthetic QA DatasetsCode0
NovelQA: Benchmarking Question Answering on Documents Exceeding 200K TokensCode1
FlexCap: Describe Anything in Images in Controllable Detail—0
Can LLMs Generate Human-Like Wayfinding Instructions? Towards Platform-Agnostic Embodied Instruction Synthesis—0
Scene-LLM: Extending Language Model for 3D Visual Understanding and Reasoning—0
FlowMind: Automatic Workflow Generation with LLMs—0
Logic Query of Thoughts: Guiding Large Language Models to Answer Complex Logic Queries with Knowledge GraphsCode0
Enhancing Event Causality Identification with Rationale and Structure-Aware Causal Question Answering—0
Few-Shot VQA with Frozen LLMs: A Tale of Two Approaches—0
SQ-LLaVA: Self-Questioning for Large Vision-Language AssistantCode1
BEnQA: A Question Answering and Reasoning Benchmark for Bengali and EnglishCode0
RetinaQA: A Robust Knowledge Base Question Answering Model for both Answerable and Unanswerable QuestionsCode0
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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