TASK	DATASET	MODEL	METRIC NAME	METRIC VALUE	GLOBAL RANK
Common Sense Reasoning	ARC (Challenge)	Mistral 7B (0-shot)	Accuracy	55.5	# 24
Common Sense Reasoning	ARC (Easy)	Mistral 7B (0-shot)	Accuracy	80.0	# 12
Arithmetic Reasoning	GSM8K	Mistral 7B (maj@8)	Accuracy	52.2	# 119
Arithmetic Reasoning	GSM8K	Mistral 7B (maj@8)	Parameters (Billion)	7	# 10
Sentence Completion	HellaSwag	Mistral 7B (0-shot)	Accuracy	81.3	# 37
Code Generation	HumanEval	Mistral 7B (0-shot)	Pass@1	30.5	# 77
Zero-Shot Video Question Answer	IntentQA	Mistral (7B)	Accuracy	50.4	# 6
Math Word Problem Solving	MATH	Mistral 7B (maj@4)	Accuracy	13.1	# 85
Math Word Problem Solving	MATH	Mistral 7B (maj@4)	Parameters (Billions)	7	# 58
Code Generation	MBPP	Mistral 7B (3-shot)	Accuracy	47.5	# 55
Multi-task Language Understanding	MMLU	Mistral 7B (5-shot)	Average (%)	60.1	# 49
Question Answering	Natural Questions	Mistral 7B (5-shot)	EM	28.8	# 29
Zero-Shot Video Question Answer	NExT-GQA	Mistral (7B)	Acc@GQA	9.2	# 4
Zero-Shot Video Question Answer	NExT-QA	Mistral (7B)	Accuracy	51.1	# 12
Question Answering	PIQA	Mistral 7B (0-shot)	Accuracy	83.0	# 11
Question Answering	TriviaQA	Mistral 7B (5-shot)	EM	69.9	# 24
Common Sense Reasoning	WinoGrande	Mistral 7B (0-shot)	Accuracy	75.3	# 22

Badge	Markdown
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/mistral-7b/zero-shot-video-question-answer-on-next-gqa)](https://paperswithcode.com/sota/zero-shot-video-question-answer-on-next-gqa?p=mistral-7b)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/mistral-7b/zero-shot-video-question-answer-on-intentqa)](https://paperswithcode.com/sota/zero-shot-video-question-answer-on-intentqa?p=mistral-7b)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/mistral-7b/question-answering-on-piqa)](https://paperswithcode.com/sota/question-answering-on-piqa?p=mistral-7b)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/mistral-7b/common-sense-reasoning-on-arc-easy)](https://paperswithcode.com/sota/common-sense-reasoning-on-arc-easy?p=mistral-7b)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/mistral-7b/zero-shot-video-question-answer-on-next-qa)](https://paperswithcode.com/sota/zero-shot-video-question-answer-on-next-qa?p=mistral-7b)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/mistral-7b/common-sense-reasoning-on-winogrande)](https://paperswithcode.com/sota/common-sense-reasoning-on-winogrande?p=mistral-7b)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/mistral-7b/common-sense-reasoning-on-arc-challenge)](https://paperswithcode.com/sota/common-sense-reasoning-on-arc-challenge?p=mistral-7b)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/mistral-7b/question-answering-on-triviaqa)](https://paperswithcode.com/sota/question-answering-on-triviaqa?p=mistral-7b)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/mistral-7b/question-answering-on-natural-questions)](https://paperswithcode.com/sota/question-answering-on-natural-questions?p=mistral-7b)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/mistral-7b/sentence-completion-on-hellaswag)](https://paperswithcode.com/sota/sentence-completion-on-hellaswag?p=mistral-7b)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/mistral-7b/multi-task-language-understanding-on-mmlu)](https://paperswithcode.com/sota/multi-task-language-understanding-on-mmlu?p=mistral-7b)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/mistral-7b/code-generation-on-mbpp)](https://paperswithcode.com/sota/code-generation-on-mbpp?p=mistral-7b)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/mistral-7b/code-generation-on-humaneval)](https://paperswithcode.com/sota/code-generation-on-humaneval?p=mistral-7b)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/mistral-7b/math-word-problem-solving-on-math)](https://paperswithcode.com/sota/math-word-problem-solving-on-math?p=mistral-7b)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/mistral-7b/arithmetic-reasoning-on-gsm8k)](https://paperswithcode.com/sota/arithmetic-reasoning-on-gsm8k?p=mistral-7b)`

Mistral 7B

10 Oct 2023 · Albert Q. Jiang, Alexandre Sablayrolles, Arthur Mensch, Chris Bamford, Devendra Singh Chaplot, Diego de Las Casas, Florian Bressand, Gianna Lengyel, Guillaume Lample, Lucile Saulnier, Lélio Renard Lavaud, Marie-Anne Lachaux, Pierre Stock, Teven Le Scao, Thibaut Lavril, Thomas Wang, Timothée Lacroix, William El Sayed ·

We introduce Mistral 7B v0.1, a 7-billion-parameter language model engineered for superior performance and efficiency. Mistral 7B outperforms Llama 2 13B across all evaluated benchmarks, and Llama 1 34B in reasoning, mathematics, and code generation. Our model leverages grouped-query attention (GQA) for faster inference, coupled with sliding window attention (SWA) to effectively handle sequences of arbitrary length with a reduced inference cost. We also provide a model fine-tuned to follow instructions, Mistral 7B -- Instruct, that surpasses the Llama 2 13B -- Chat model both on human and automated benchmarks. Our models are released under the Apache 2.0 license.

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Tasks

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Arithmetic Reasoning

Chatbot

Code Generation

Common Sense Reasoning

Language Modelling

Math

Mathematical Reasoning

Math Word Problem Solving

Multi-task Language Understanding

Question Answering

Sentence Completion

World Knowledge

Zero-Shot Video Question Answer

Datasets

Natural Questions

MMLU

GSM8K

TriviaQA

HumanEval

HellaSwag

MATH

PIQA

WinoGrande MBPP

ARC (AI2 Reasoning Challenge)

NExT-QA IntentQA NExT-GQA

Results from the Paper

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Ranked #4 on Zero-Shot Video Question Answer on NExT-GQA

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Task	Dataset	Model	Metric Name	Metric Value	Global Rank	Benchmark
Common Sense Reasoning	ARC (Challenge)	Mistral 7B (0-shot)	Accuracy	55.5	# 24	Compare
Common Sense Reasoning	ARC (Easy)	Mistral 7B (0-shot)	Accuracy	80.0	# 12	Compare
Arithmetic Reasoning	GSM8K	Mistral 7B (maj@8)	Accuracy	52.2	# 119	Compare
Arithmetic Reasoning	GSM8K	Mistral 7B (maj@8)	Parameters (Billion)	7	# 10	Compare
Sentence Completion	HellaSwag	Mistral 7B (0-shot)	Accuracy	81.3	# 37	Compare
Code Generation	HumanEval	Mistral 7B (0-shot)	Pass@1	30.5	# 77	Compare
Zero-Shot Video Question Answer	IntentQA	Mistral (7B)	Accuracy	50.4	# 6	Compare
Math Word Problem Solving	MATH	Mistral 7B (maj@4)	Accuracy	13.1	# 85	Compare
Math Word Problem Solving	MATH	Mistral 7B (maj@4)	Parameters (Billions)	7	# 58	Compare
Code Generation	MBPP	Mistral 7B (3-shot)	Accuracy	47.5	# 55	Compare
Multi-task Language Understanding	MMLU	Mistral 7B (5-shot)	Average (%)	60.1	# 49	Compare
Question Answering	Natural Questions	Mistral 7B (5-shot)	EM	28.8	# 29	Compare
Zero-Shot Video Question Answer	NExT-GQA	Mistral (7B)	Acc@GQA	9.2	# 4	Compare
Zero-Shot Video Question Answer	NExT-QA	Mistral (7B)	Accuracy	51.1	# 12	Compare
Question Answering	PIQA	Mistral 7B (0-shot)	Accuracy	83.0	# 11	Compare
Question Answering	TriviaQA	Mistral 7B (5-shot)	EM	69.9	# 24	Compare
Common Sense Reasoning	WinoGrande	Mistral 7B (0-shot)	Accuracy	75.3	# 22	Compare

Methods

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Dense Connections • Feedforward Network • Grouped-query attention • LLaMA • Scaled Dot-Product Attention • Sliding Window Attention • Softmax

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Mistral 7B

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