Indian Flag
Government Of India
A-
A
A+
ORGANISATION

PubTables-1M: Towards Comprehensive Table Extraction From Unstructured Documents

A Transformer-based object detection model fine-tuned for table detection in documents, trained on the PubTables1M dataset.

About Model

Table Transformer (DETR) - PubTables1M is a Transformer-based object detection model designed for table detection in unstructured documents. Fine-tuned on the PubTables1M dataset, it is based on DETR (DEtection TRansformer) and employs a "normalize before" approach, where layer normalization is applied before self- and cross-attention. This model enables accurate table extraction, making it useful for document processing tasks such as OCR, data extraction, and information retrieval.

PubTables-1M: Towards Comprehensive Table Extraction From Unstructured Documents

Metadata Metadata

MIT

Microsoft

object detection

N.A.

Open

Sector Agnostic

12/03/25 06:34:55

0

Activity Overview Activity Overview

  • Downloads0
  • Redirect 9
  • File Size 0
  • Views 791

Tags Tags

  • object detection
  • Transformers
  • PyTorch
  • safetensors
  • table-transformers
  • inference endpoints

License Control License Control

MIT

More Models from Microsoft Corporation (India) Pvt. Ltd. More Models from Microsoft Corporation (India) Pvt. Ltd.

Phi-1.5 - Lightweight Transformer Model for Text Generation and Coding
A 1.3B parameter Transformer model trained on structured QA, NLP tasks, and Python code, optimized for text generation, summarization, and creative writing, with no fine-tuning from human feedback.
Transformers
Code Generation
Instruction Following
Reasoning
NLP
Microsoft
  • See Upvoters0
  • Downloads23
  • File Size0
  • Views1,394
Updated 1 day(s) ago

MICROSOFT CORPORATION (INDIA) PVT. LTD.

Phi-3-Mini-4K-Instruct - Lightweight AI Model for Reasoning and Efficient AI Applications
A 3.8B parameter AI model optimized for memory-efficient reasoning, instruction following, and long-context processing, designed for compute-constrained environments and latency-sensitive applications.
Text Generation
NLP
Microsoft
Transformers
Instruction Following
Reasoning
  • See Upvoters0
  • Downloads6
  • File Size0
  • Views141
Updated 1 day(s) ago

MICROSOFT CORPORATION (INDIA) PVT. LTD.

Phi-4-Mini-Instruct - Lightweight Multilingual AI Model
A lightweight AI model optimized for multilingual text generation, reasoning, and instruction adherence, designed for memory-efficient applications and generative AI tasks.
Math
Instruction Following
Function Calling
Coding
Transformers
Microsoft
NLP
Text Generation
Reasoning
  • See Upvoters0
  • Downloads10
  • File Size0
  • Views286
Updated 1 day(s) ago

MICROSOFT CORPORATION (INDIA) PVT. LTD.

TAPEX: Large SQL Execution Model (Table Pre-training via Learning a Neural SQL Executor)
A large-sized TAPEX model pre-trained to simulate neural SQL execution, enabling the execution of SQL queries on given tables.
TAPEX
Transformers
DataRetrieval
SQLExecution
NeuralExecutor
PreTrainedModel
BART
  • See Upvoters0
  • Downloads6
  • File Size0
  • Views248
Updated 11 month(s) ago

MICROSOFT CORPORATION (INDIA) PVT. LTD.

TAPEX: Large Model (Table Pre-training via Learning a Neural SQL Executor)
A large-sized pre-trained model designed to enhance table-based question answering and fact verification tasks.
TableQuestionAnswering
PreTrainedModel
FactVerification
LargeModel
BART
  • See Upvoters0
  • Downloads5
  • File Size0
  • Views193
Updated 11 month(s) ago

MICROSOFT CORPORATION (INDIA) PVT. LTD.

TAPEX: TabFact Data enabled Large Finetuned (Table Pre-training via Learning a Neural SQL Executor) Model
A large-sized TAPEX model fine-tuned on the TabFact dataset, designed to enhance performance in table-based fact verification tasks.
Transformers
BART
NaturalLanguageProcessing
FineTunedModel
TAPEX
FactVerification
DataValidation
TabFact
  • See Upvoters0
  • Downloads6
  • File Size0
  • Views161
Updated 11 month(s) ago

MICROSOFT CORPORATION (INDIA) PVT. LTD.

TAPEX (Table Pre-training via Learning a Neural SQL Executor) Large Finetuned Model
A large-sized TAPEX model fine-tuned on the WikiTableQuestions dataset, designed to enhance performance in table-based question answering tasks.
Transformers
BART
NaturalLanguageProcessing
FineTunedModel
TAPEX
DataExtraction
TableQuestionAnswering
WikiTableQuestions
  • See Upvoters0
  • Downloads2
  • File Size0
  • Views229
Updated 11 month(s) ago

MICROSOFT CORPORATION (INDIA) PVT. LTD.

TAPEX: Base Model (Table Pre-training via Learning a Neural SQL Executor)
A base-sized pre-trained model designed to enhance table-based question answering and fact verification tasks.
TableQuestionAnswering
TabularData
FactVerification
PreTrainedModel
BART
  • See Upvoters0
  • Downloads3
  • File Size0
  • Views164
Updated 11 month(s) ago

MICROSOFT CORPORATION (INDIA) PVT. LTD.

TAPEX: WikiTable Questions Data enabled Base Finetuned (Table Pre-training via Learning a Neural SQL Executor) Model
A base-sized TAPEX model fine-tuned on the WikiTableQuestions dataset, designed to enhance performance in table-based question answering tasks.
WikiTableQuestions
Transformers
BART
NaturalLanguageProcessing
FineTunedModel
TAPEX
DataExtraction
TableQuestionAnswering
  • See Upvoters0
  • Downloads3
  • File Size0
  • Views180
Updated 11 month(s) ago

MICROSOFT CORPORATION (INDIA) PVT. LTD.

TAPEX: WikiSQL Data enabled Base Finetuned (Table Pre-training via Learning a Neural SQL Executor) Model
A large-sized TAPEX model fine-tuned on the WikiSQL dataset, optimized for translating natural language questions into SQL queries for effective table-based question answering.
DataRetrieval
Transformers
BART
NaturalLanguageProcessing
FineTunedModel
TAPEX
WikiSQL
SQLQueryGeneration
  • See Upvoters0
  • Downloads5
  • File Size0
  • Views178
Updated 11 month(s) ago

MICROSOFT CORPORATION (INDIA) PVT. LTD.