Sample RankingRecallPrecisionHmean
StrucTexT100.00%100.00%100.00%
GraphDoc100.00%100.00%100.00%
Character-Aware CNN + Highway + BiLSTM 2.0100.00%100.00%100.00%
2shot_tem02100.00%100.00%100.00%
PICK-PAPCIC & XZMU75.00%100.00%85.71%
LayoutLM + Excluding OCR Mismatch75.00%100.00%85.71%
HIK_OCR_Exclude_ocr_mismatch75.00%100.00%85.71%
Tencent Youtu75.00%100.00%85.71%
LayoutLM 2.0 (single model)75.00%100.00%85.71%
IE method75.00%100.00%85.71%
Applica.ai Lambert 2.0 + Excluding OCR Mismatch75.00%100.00%85.71%
Applica.ai Lambert 2.0 + Excluding OCR Errors + Fixing total entity75.00%100.00%85.71%
IE75.00%100.00%85.71%
Multimodal Transformer for Information Extraction75.00%100.00%85.71%
IE + GCN+ OCR75.00%100.00%85.71%
Linklogis_BeeAI75.00%100.00%85.71%
Character-Aware CNN + Highway + BiLSTM 1.075.00%100.00%85.71%
LAKE75.00%100.00%85.71%
GraphRevisedIE75.00%100.00%85.71%
Enetity detection75.00%75.00%75.00%
Bi-directional LSTM-CNNs-CRF (version2)75.00%75.00%75.00%
NER with spaCy model75.00%75.00%75.00%
With receipt framing75.00%75.00%75.00%
H&H Lab75.00%75.00%75.00%
HeReceipt-withoutRM75.00%75.00%75.00%
GraphLayout75.00%75.00%75.00%
Ping An Property & Casualty Insurance Company75.00%75.00%75.00%
PATECH_CHENGDU_OCR75.00%75.00%75.00%
Location-aware BERT model for Text Information Extraction75.00%75.00%75.00%
BOE_IOT_AIBD75.00%75.00%75.00%
PATECH_CHENGDU_OCR_V275.00%75.00%75.00%
PATech_AICenter75.00%75.00%75.00%
ASTRI-CCT-MSA75.00%75.00%75.00%
Applica.ai roberta-base-2D75.00%75.00%75.00%
LayoutLM75.00%75.00%75.00%
BERT-MRC75.00%75.00%75.00%
SROIE LSTM - Axel Alejandro Ramos GarcĂ­a75.00%75.00%75.00%
End-to-end learning with PGN75.00%75.00%75.00%
Taikang Insurance Group Research Institute75.00%75.00%75.00%
Custom Named Entity Recognition75.00%75.00%75.00%
coldog75.00%75.00%75.00%
lstm deep75.00%75.00%75.00%
RoBERTa-base75.00%75.00%75.00%
RoBERTa-base finetuned on business documents75.00%75.00%75.00%
GEM AI -OCR TEAM75.00%75.00%75.00%
test excluding ocr error75.00%75.00%75.00%
1129-clm75.00%75.00%75.00%
1208-cblm75.00%75.00%75.00%
1208-cblm75.00%75.00%75.00%
CHL75.00%75.00%75.00%
0 shots75.00%75.00%75.00%
5shout75.00%75.00%75.00%
GIE50.00%66.67%57.14%
Applica.ai TILT + Excluding OCR Errors + Fixing total entity50.00%66.67%57.14%
A Simple Method for Key Information Extraction as Character-wise Classification with LSTM50.00%50.00%50.00%
BERT with Multi-task Confidence Prediction50.00%50.00%50.00%
CLOVA OCR50.00%50.00%50.00%
IFLYTEK-textNLP_v250.00%50.00%50.00%
SituTech_OCR50.00%50.00%50.00%
CITlab Argus Information Extraction (positional & line features, enhanced gt)50.00%50.00%50.00%
Character & Word BiLSTM Encoder50.00%50.00%50.00%
test50.00%50.00%50.00%
Cool Method Remix50.00%50.00%50.00%
great50.00%50.00%50.00%
Qubitrics50.00%50.00%50.00%
Character Level BiLSTM50.00%50.00%50.00%
Token level multi modal bilstm50.00%50.00%50.00%
Token level bert embed + bilstm50.00%50.00%50.00%
N50.00%50.00%50.00%
test250.00%50.00%50.00%
layoutlm V250.00%50.00%50.00%
LSTM without OCRerror and RM50.00%50.00%50.00%
Pytesseract + Character Level LSTM + Regex for Dates50.00%50.00%50.00%
1shot_position50.00%50.00%50.00%
Graph Neural Net with Bert Embeddings25.00%25.00%25.00%
lstm standard method trained 100 epochs constant learning rate25.00%25.00%25.00%
layoutLMtest25.00%25.00%25.00%
PIC-proj25.00%25.00%25.00%
LayoutLMv225.00%25.00%25.00%
Key Information Extraction from Scanned Receipts0.00%0.00%0.00%