Indian Flag
Government Of India
A-
A
A+

Orca 2-7b Model

A 7-billion-parameter language model fine-tuned from LLaMA-2, designed to enhance reasoning capabilities in tasks such as reading comprehension, math problem-solving, and text summarization.

About Model

Orca-2-7B is a research-focused language model developed by Microsoft, fine-tuned from Meta's LLaMA-2 7B base model. It aims to improve the reasoning abilities of smaller language models by utilizing a synthetic dataset specifically curated for this purpose. The model excels in single-turn tasks, including reasoning over user-provided data, reading comprehension, mathematical problem-solving, and text summarization. Notably, Orca-2-7B has demonstrated performance comparable to much larger models, achieving significant improvements in complex zero-shot reasoning benchmarks. However, it is not optimized for chat applications and has not undergone reinforcement learning from human feedback (RLHF) or Direct Preference Optimization (DPO). Researchers are encouraged to fine-tune the model further for specific tasks or conversational use cases. The model is publicly available under the Microsoft Research License to support ongoing research in developing and aligning small language models.

Orca 2-7b Model

Metadata Metadata

Microsoft-research-license

Arindam Mitra and Luciano Del Corro and Shweti Mahajan and Andres Codas and Clarisse Simoes and Sahaj Agrawal and Xuxi Chen and Anastasia Razdaibiedina and Erik Jones and Kriti Aggarwal and Hamid Palangi and Guoqing Zheng and Corby Rosset and Hamed Khanpour and Ahmed Awadallah

Fine-Tuned LLaMA-2 Model

N.A.

Open

Sector Agnostic

12/03/25 06:34:53

0

Activity Overview Activity Overview

  • Downloads0
  • Redirect 6
  • Views 150
  • File Size 0

Tags Tags

  • Orca2
  • LLaMA2
  • Reasoning
  • LanguageModel
  • Research
  • Microsoft

License Control License Control

Microsoft-research-license

More Models from Microsoft Corporation (India) Pvt. Ltd. More Models from 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.
Transformers
SQLExecution
PreTrainedModel
TAPEX
DataRetrieval
NeuralExecutor
BART
  • See Upvoters0
  • Downloads6
  • File Size0
  • Views177
Updated 8 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.
BART
TableQuestionAnswering
FactVerification
PreTrainedModel
LargeModel
  • See Upvoters0
  • Downloads5
  • File Size0
  • Views134
Updated 8 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.
FactVerification
NaturalLanguageProcessing
Transformers
BART
DataValidation
FineTunedModel
TabFact
TAPEX
  • See Upvoters0
  • Downloads5
  • File Size0
  • Views101
Updated 8 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.
TAPEX
TableQuestionAnswering
NaturalLanguageProcessing
Transformers
BART
DataExtraction
FineTunedModel
WikiTableQuestions
  • See Upvoters0
  • Downloads2
  • File Size0
  • Views136
Updated 8 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.
BART
TableQuestionAnswering
FactVerification
PreTrainedModel
TabularData
  • See Upvoters0
  • Downloads3
  • File Size0
  • Views95
Updated 8 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.
NaturalLanguageProcessing
TableQuestionAnswering
TAPEX
WikiTableQuestions
FineTunedModel
DataExtraction
BART
Transformers
  • See Upvoters0
  • Downloads3
  • File Size0
  • Views124
Updated 8 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.
Transformers
NaturalLanguageProcessing
SQLQueryGeneration
TAPEX
WikiSQL
FineTunedModel
DataRetrieval
BART
  • See Upvoters0
  • Downloads5
  • File Size0
  • Views111
Updated 8 month(s) ago

MICROSOFT CORPORATION (INDIA) PVT. LTD.

TAPEX: TabFact Data enabled Base Finetuned (Table Pre-training via Learning a Neural SQL Executor) Model
A base-sized TAPEX model fine-tuned on the TabFact dataset, tailored for verifying the factual accuracy of textual statements against tabular data.
FactVerification
TAPEX
TabFact
FineTunedModel
DataValidation
BART
Transformers
NaturalLanguageProcessing
  • See Upvoters0
  • Downloads4
  • File Size0
  • Views100
Updated 8 month(s) ago

MICROSOFT CORPORATION (INDIA) PVT. LTD.

TAPEX: Base Finetuned (Table Pre-training via Learning a Neural SQL Executor) Model
A base-sized TAPEX model fine-tuned on the WikiSQL dataset, designed to enhance performance in table-based question answering tasks.
DataExtraction
NaturalLanguageProcessing
Transformers
BART
TableQuestionAnswering
FineTunedModel
WikiSQL
TAPEX
  • See Upvoters0
  • Downloads5
  • File Size0
  • Views139
Updated 8 month(s) ago

MICROSOFT CORPORATION (INDIA) PVT. LTD.

BiomedBERT - Domain-Specific Biomedical Language Model
A biomedical NLP model pre-trained from scratch on abstracts and full-text articles from PubMed and PubMed Central, achieving state-of-the-art performance on biomedical language understanding tasks.
Transformers
inference endpoints
exbert
Bert
English
JAX
PyTorch
Fill-Mask
  • See Upvoters0
  • Downloads88
  • File Size0
  • Views1,275
Updated 11 month(s) ago

MICROSOFT CORPORATION (INDIA) PVT. LTD.