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问答系统
基于给定上下文或知识库，通过抽取或生成方式回答自然语言问题。
排行榜
共计 100 个模型
基准测试
HotpotQA
SQuAD2.0
Trivia QA
SpanBERT
MuSiQue
SQuAD1.1
DrQA
2Wiki-MultiHopQA
Natural Questions
Atlas (full, Wiki-dec-2018 index)
NQ
GQA Test2019
PIQA
GPT-3 175B (0-shot)
MSR-VTT-QA
FrozenBiLM
Web Questions
UniK-QA
BoolQ
T5-XXL 11B (fine-tuned)
NExT-QA
LLaMA-VQA (33B)
MSVD-QA
HCRN
VQA v2 test-dev
OSCAR
PopQA
SelfRAG-7b
COPA
PaLM 540B (finetuned)
SQuAD1.1 dev
sparta
ActivityNet-QA
FrozenBiLM
2WikiMQA
OK-VQA
Prophet
Strategy-QA
PaLM 2 (few-shot, CoT, SC)
PubMedQA
PubMedBERT uncased
Bamboogle
Med QA
Open-BookQA
SQuAD
InfoSeek
Narrative QA
Masque (NarrativeQA + MS MARCO)
ASQA
2Wiki
2WikiMHQA
GQA
PEVL+
LongBench
MedM-CQA
CAIL 2018
GSM-8K
MMLU
MultiRC
DeBERTa-1.5B
Story Cloze
Neo-6B (QA + WS)
MathQA
MedQA-USMLE
DRAGON + BioLinkBERT
NewsQA
SpanBERT
VQA-v2
Emu-I *
BioASQ
PubMedBERT uncased
EgoSchema (fullset)
BIMBA-LLaVA-Qwen2-7B
OBQA
FLAN 137B (zero-shot)
TextVQA
Eli5
POPE
QASPER
Longformer Encoder Decoder (base)
WikiTQ
MRAG-Bench
Multihop-RAG
ScienceQA
WikiQA
TANDA-RoBERTa (ASNQ, WikiQA)
QuALITY
SIQA
LLaMA 65B (zero-shot)
MMLU-Med
NQ-Swap
Arc-Challenge
DaNetQA
MMLongBench-Doc
MuSeRC
KILT: ELI5
TGIF-QA
IG-VLM
JEC-QA
Quora Question Pairs
MFAE
Hella-Swag
TheoremQA
GPT-4 (PoT)
QAMPARI
RACE
SQuAD v1.1
ChartQA
CLEVR
NS-VQA (1K programs)
GQA test-dev
CFR
NaturalQA
SpanBERT
SciQ
TVQA
LLaMA-VQA
WikiTableQuestions
WTQ
CoQA
Doc-VQA
Douban
BERT-FP
DROP Test
QDGAT (ensemble)
HiTab
KILT: Natural Questions
MedQA-US
TruthfulQA
CoA
AmbigQA
BioASQ-Y/N
CSQA
IIRC
KILT: TriviaQA
Re2G
Natural Question (NQ)
VCR (Q-AR) test
GPT4RoI
VQA v2 val
BLIP-2 ViT-G FlanT5 XXL (zero-shot)
WebQA
DUD-E
KILT: HotpotQA
TabFact
Wino Grande
EgoSchema (subset)
Tarsier (34B)
InfiniteBench
Intent-QA
IG-VLM
Natural Questions (long)
DensePhrases
SearchQA
SpanBERT
SQuAD2.0 dev
XLNet (single model)
TimeQA
TrecQA
TANDA DeBERTa-V3-Large + ALL
2WikiQA
A-OKVQA
E-VQA
FEVER
PunchBench
ViQuAE
FinQA
ELASTIC (RoBERTa-large)
MM-Bench
TyDiQA-GoldP
ByT5 (fine-tuned)
VCR (Q-A) test
WebQuestions (WebQ)
2M Instructions
Arc-Easy
Encyclopedic-VQA
MM-Star
MMLU-Pro
MMLU-Redux
OTT-QA
PubMedQA*
SelfAware
SQA3D
T-REx
TempReason
TGQA
V*
BIG-bench (Hyperbaton)
BIG-bench (Movie Recommendation)
BIG-bench (Navigate)
BIG-bench (Ruin Names)
DISCHARGEQA
LongDocURL
MLEC-QA
MLQA
MMQA
Multi-News
MultiFieldQA-En
ReClor
XLNet-large
SLAKE
UNQOVER
VQA-RAD
WebQ
ARC-c
Drop
EMSQA
FriendsQA
How2QA
Text + Text (no Multimodal Pretext Training)
kvret-1
LogiQA
M3-Exam
MKQA
MMbench (lite)
MMLU (College Biology)
Chinchilla (few-shot, k=5)
MMLU (Medical Genetics)
MSR-VTT-MC
ATP (1<-16)
OAG
ScanQA Test w/ objects
BridgeQA
Scene Graph
TabMWP
TempQuestions
QAap
VQAv2 (lite)
WikiSQL
WoW
AmbigNQ
ArxiVQA
CMB-Exam
DDX-Plus
F-VQA
ZS-F-VQA
FetaTab
FQuAD
GQA test-std
ProTo
Hybrid-QA
IllusionVQA
iVQA
FrozenBiLM
Mantis-Eval
MIBench
PaperTab
PlotQA-sub
PubHealth
QASent
Attentive LSTM
QuAC
FlowQA (single model)
Quasart-T
RRS
BERT-FP
SME
MEAgent
SQA
VQA v1 test-dev
SAAA (ResNet)
WebQuestionsSP
ChatGPT
Wiki2023+
YahooCQA
sMIM (1024) +
2WikiMultiHop
Adversarial HotpotQA
AI2D
AIRQA-REAL
ChartQA-X
CharXiv
ChatRAG-Bench
CoTempQA
CounterFact
Ego-Schema
Lyra-Pro
EN.QA
MentaQA
MM MU
MMCU-Medical
MMLU-Pro Medical
MMLU (Professional medicine)
Molweni
MTQA-ELC
NExT-QA (Open-ended VideoQA)
PathVQA
PolicyQA
ScanQA
SlideVQA
SP-SlideVQA
TabMCQ
TOT
TRANSIENTTABLES
VCR (Q-AR) dev
VL-BERTLARGE
VQA v1 test-std
SAAA (ResNet)
WHOOPS
WTQ-L
XOR-TyDi QA
YODAS2-MCQA
AIT-QA
Alpaca Code Generation
Anthropic-HH
ARC-e
BIG-bench
BirdQA
CLEVR-Humans
MDETR
ConflictQA
COVID-QA
CUB
DRUID
DuoRC
Vector Database (ChromaDB)
FreshQA
GQA-REX
VCIN
Inf.MC
Inf.QA
LiHuaWorld
long form dataset
M3SciQA
MMedBench
MMLongBench
MMLU (Abstract Algebra)
GAL 30B (zero-shot)
MMLU (Astronomy)
Chinchilla (few-shot, k=5)
MMLU (Clinical Knowledge)
MMLU (College Chemistry)
Chinchilla (few-shot, k=5)
MMLU (College Mathematics)
GAL 120B (zero-shot)
MMLU (College Physics)
MMLU (Econometrics)
Gopher (few-shot, k=5)
MMLU (Electrical Engineer)
GAL 120B (zero-shot)
MMLU (Elementary Mathematics)
Chinchilla (few-shot, k=5)
MMLU (Formal Logic)
Gopher (few-shot, k=5)
MMLU (High School Biology)
Chinchilla (few-shot, k=5)
MMLU (High School Computer Science)
GAL 120B (zero-shot)
MMLU (High School Mathematics)
GAL 120B (zero-shot)
MMLU (High School Statistics)
MMMU-Reasoning
Multi-Document QA
MUSIC-AVQA
Natural Question
NiM-Benchmark
NQ-Open
SciDQA
SemEvalCQA
HyperQA
squad_v2
TAT-QA
Ubuntu IRC
MPC-BERT
VQA-v2 + AdVQA
WildQA
BBH
BIG-bench (Novel Concepts)
BLURB
BioLinkBERT (large)
CheGeKa
ClearVQA
COCHRANEFOREST
ConfiQA
ConflictBank
ContractNLI
ConvFinQA
APOLLO
CREPE
CuQA
DialMed
DocMath-Eval
DuReader
ERNIE 2.0 Large
EncVQA
Ethics
Ethics (per ethics)
Human Benchmark
EX-FEVER
FairytaleQA
BART fine-tuned on FairytaleQA
FinQA_hybrid
Forest
Global-MMLU
Google Conceptual Captions (GCC)
Hover
HTML (0.5K)
Human
INFOSEEK_wiki
KRE
L-Eval
LIST2QA
LoCoMo
LooGLE
Loong
M3CoT
MARCO
MME
MMLU (College Computer Science)
Chinchilla (few-shot, k=5)
MMLU (High School Chemistry)
Chinchilla (few-shot, k=5)
MMLU (High School Physics)
MMLU (Machine Learning)
Chinchilla (few-shot, k=5)
MMLU-ProX
MP-DocVQA
MQUAKE-CF-3K
MQUAKE-T
MultiQ
MuZhi
NEJM-QA
PMC-VQA
MedVInT
RefCOCO-g
RelationExtraction
RGB
RJUA
RuOpenBookQA
SciTrek
STAR Benchmark
VideoChat2
SPIQA
Stanford-Cars
TabFact_hybrid
TempReason-L2
TempReason-L3
TextbookQA
TimeQA-Easy
TimeQA-Hard
TORQUE
ECONET
VideoSimpleQA
Vizwiz
Emu-I *
VQ-FocusAmbiguity
WikiTQ_hybrid
XQuAD
2WQA Bri.2H
2WQA Comp.2H
4DP-QA-Bench
ASNQ
CMExam
CofCA
Common-senseQA
Complex Web Questions
TOME-2
ConditionalQA
ConFiQA-MC
ConFiQA-MR
ConFiQA-QA
DetectiveQA
DREAM
ASA + RoBERTa
EN.MC
EngineMT-QA
FinanceBench
FinRAGBench-V
HeteQA
Horizontal Bar
HotpotQA-16K
HotpotQA-32K
HpQA
IndicGLUE WSTP Pa
KOBLEX
LongBench-v2
LONGHEALTH
LongReason
LSA
MATH
Mathematics
TP-Transformer
MathV_testmini
MDQ
Memo-Trap
MIMIC-IV-ED
MMB-EN
MMBench-CN
MMLU (Anatomy)
Med-PaLM 2 (ER)
MMLU (College Medicine)
MMMU-Dev
MMQAKE
MMVM
MorehopQA
Movie QA
MQA-AEVAL
MQUAKE-CF-AR
MQUAKE-T-AR
MSQ Bri.3H
MultimodalQA
MuSiQue-Ans
MV-Bench
TS-LLaVA-34B
Natural Questions, TriviaQA, WebQuestions
NaturalQuestions Multi-Doc-QA
NaturalQuestions-Open
OVEN
RefCOCO
RefCOCO+
RETVQA
RoadSceneVQA
SberQuAD
ScienceQA_test
ScienceQA-IMG
SciGraphQA
SDQ
Seal-0
Seal-hard
SEER
TechQA
ThermalQA
TouchQA
TQA
VCR (Q-A) dev
VL-BERTLARGE
Vertical Bar
Visual7W
VLM4D
VNHSGE-English
VQA 2.0
WebQSP
WikiHop
Zero-Shot RE
2MultiHopQA
Accounting Exams MCQ
adversarial_qa
AGI Eval
AIR-Bench
ALCE
ALCE-ASQA
ARC
ASDiv
Awesome GPT Prompts
Babel-QA
Bamboogle*
Base
Business Exams MCQ
CICERO
City Open Dataset
CliCR
Gated-Attention Reader
CN-Chemistry
CODAH
G-DAUG-Combo + RoBERTa-Large
College-Math
COMPLEXQUESTIONS
WebQA
CompoVL-hard
CompTab
Coref
CountBench
Creak
CRIT
CRUD
CS-Bench
CVQA
CWQ
DeepForm
DenQA
DocVQA test
E-Manual QA
E3VQA
Elementary Math
EntailmentBank
Exclude
FactKG
FaithDial
FalseQA
Fermi*
FGV-CAircraft
Financial Regulations
Financial Report Sentiment Analysis MCQ
FinTabNetQA
FlowLearn
FlowVQA
Food-101
FTQ
GPQA
GPT Store
High School Math
Hotpot-QA
HQA
HR-Bench 4K
HR-Bench 8K
HuMMan-QA
IgakuQA
Info-Combine
InfoTabs
INSCIT
Islamic Financial Fatwa MCQ
JetClass
PART
JJSIMQA
KUQ
Llama Questions
LongMemEval
LSMDC-MC
VIOLETv2
M-Med
MATH-500
MATHPROBLEMS
MAWPS
MCTest-500
MedQA-4op
MedTurkQuAD: Medical Turkish Question-Answering Dataset
MemexQA
FVTA
MFQA-En
MHQA
MM-AU
MM-NIAH
MMAR
MMLU-sci
MMLU-ST
MMMB
MP-SlideVQA
MQuAKE-3K
MQUAKE-REMASTERED-CF-6334
MS MARCO
Muir-Bench
MuLD (HotpotQA)
MuLD (NarrativeQA)
Multi-Span
MultiDoc2Dial
Multifield QA
Multilingual InfoSeek
MultiVENT
Musique*
Natural Questions (NQ)
NEC
Non-subsequence GitTables
NovelHuman
NQ_r
OCR-VQA
PaperSearchQA
PFL-DocVQA
PinYin Dataset
PlotQA
Pop QA
PopQA*
PubChemQA
BioMedGPT-10B
QALD
QMSum
QReCC
question-answering
QuoteR
RealWorldQA
RefuNQ
Reverb
ScanNet200
SEED-Bench
SEEDBench-2-Plus
SQuAD_r
SSV2-QA
Stanford-Dogs
STEM-MCQA
STQA-L
STQA-N
SVAMP
TableBench
TCEΦ
TCLΦ
TDIUC
Accuracy
TempQA-WD
TimeSeriesExam
TopiOCQA
TQA_r
TVQACML
TweetQA
ByT5
UniProtQA
UQuAD
VIDAL-QA
Video-MME
VNHSGE-Biology
VNHSGE-Chemistry
VNHSGE-Civic
Bing Chat
VNHSGE-Geography
VNHSGE-History
VNHSGE-Literature
VNHSGE Mathematics
VNHSGE-Physics
VQA-X
VTabFact
VWTQ
VWTQ_syn
WebQuestions (WebQA)
WebSRC
WebVid-QA
Wizard of Wikipedia (WoW)
XCOPA
XNLI
ZSRE
τ-break
2M Instruct
2Wiki, HPQA, NQ
2WMQA
60k Stack Overflow Questions
Adversarial
AdvHotpotQA
ADVQA
AgroEvals
Alpaca Code
AMBER
RLAIF-V 12B
Asclepius
ave.
AVS-QA
AVSD
AVSSD
Biology
BioMRC
MLP-based-weighting (on BIOMRC Lite)
BridgeBench
CCFQA
ChartVA-AITQA
ChartVA-ChartQA
ChartVA-PlotQA
CinePile
CMMLU-Med
Complex
ComplexWebQA
ComTQA
ConcurrentQA
Cora
Counting-Stars
COVR
CPsyExam
CRAG
Dialogue Wow
DME
DocBench
DocVQA val
BERT LARGE Baseline
Dogs
DramaQA
DSTC9 Track 3 - Task 2
PLATO-2
DVQA
ECG-QA
EfficientQA dev
EfficientQA test
EgoThink
En.SUM
EnerBench
EntityGrid-QA
ethos-national
eval-climate
EvoChart-QA
FCMR
Fiction
fin
FLORES-200
FM2
FreshWiki
FUNSD
GAEA-Bench
GlobalOpinionQA
GovReport
GPQA-Diamond
GQA-sub
GraphQuestions
ChatGPT
Harvard-FairVLMed
HealthQA
HotpotQA-Dist
HotpotQA-Full
Howto100M-QA
TimeSformer
HPS v2
In-house Ovarian
InfoSeek Human
InfoVQA
InfoVQA^test
IU X-Ray
JaQuAD
BERT-Japanese
JD Product Question Answer
PAAG
JUSTIA
KQA Pro
Kvret
IJEEL-KVL
LecSlides-370K
Legal
LiveVQA
Locating-Values
LOFT
LRS-VQA
LSMDC-FiB
CLOVER
M3DocVQA
M5BookVQA
MahaSQuAD
MASH-QA
MChIRC
MCTest-160
syntax, frame, coreference, and word embedding features
MedQA-CN
MIMIC-CXR
Mixed datasets
MM-Vet
MMC-Benchmark
MMSearch
MMTU
MSC
MSC-E
MSR-VTT
mTEMPREASON
MultiFieldQA-zh
MultiHiertt
MULTIWOZ 2.0
Music
MUSIC-AVQA-R
MUSIC-AVQA-v2.0
MUSIC-QA
MuSiQue-Full
Natural Questions (short)
EMDR2
Needle-in-a-Haystack
NGQA
NovelQA
Object HalBench
ODSum-Meeting
ODSum-Story
OmniEval
OpenDataEval
Persona-Chat
Uni-Encoder
Philosophy
POIE
Popular
PubHTab
Pubmed
QALD-10-en
QAScore
RadQA
Random
RealMMBench
ReCAM
NAL
RecipeQA
multimodal+LXMERT+ConstrainedMaxPooling
RULER
Sequential-NIAH
Shuffle-Hotpot-Dist
Shuffle-Hotpot-Full
Simple Questions
SimpleQA
SlideBench-VQA
SlideVQA (2k)
Sparse
SQuAD v2.0
SROIE
Standard
StreamingQA
SWAG
DeBERTaV3large
TableFact
Technology
Terminal-Bench
ToG-FinQA
TURL
TyDiQA
UQA
V*bench
IVM-Enhanced GPT4-V
Video MME
VideoQA
Just Ask (fine-tune)
VisualMRC
LayoutT5 (Large)
VLADBench
VLEP
VQA v2 test-std
LXMERT (low-magnitude pruning)
VSR
VSR-MC
WebCPM
WebQuestion
WSI-Bench
XLRS-Bench
ZeroSCROLLS
ZS-F-VQA
SAN † - hard mask