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InstructLM 500M by instruction-pretrain

By instruction-pretrain · 133 downloads

InstructLM 500M is an open-source language model by instruction-pretrain. Features: 500m LLM, VRAM: 2.3GB, Context: 2K, License: apache-2.0, Instruction-Based, LLM Explorer Score: 0.14.

  Arxiv:2309.09530   Arxiv:2406.14491   Arxiv:2601.16206 Dataset:instruction-pretrain/f... Dataset:instruction-pretrain/g... Dataset:tiiuae/falcon-refinedw...   En   Endpoints compatible   Instruct   Mistral   Pytorch   Region:us   Safetensors

InstructLM 500M Parameters and Internals

Model Type 
Language Model
Additional Notes 
Instruction Pre-Training framework scalably augments massive raw corpora with instruction-response pairs to pre-train language models.
Training Details 
Data Sources:
tiiuae/falcon-refinedweb, instruction-pretrain/ft-instruction-synthesizer-collection, instruction-pretrain/general-instruction-augmented-corpora
Data Volume:
100B - 250B tokens
Methodology:
Instruction Pre-Training using supervised multitask pre-training with instruction-response pairs.
Release Notes 
Date:
2024-09-20
Notes:
Our paper has been accepted by EMNLP 2024 main conference.
Date:
2024-09-11
Notes:
Updated FAQ on continual pre-training from Llama3.
Date:
2024-08-29
Notes:
Updated guidelines on evaluating any Huggingface models on domain-specific tasks.
Date:
2024-07-31
Notes:
Updated pre-training suggestions in the Advanced Usage section of instruction-synthesizer.
Date:
2024-07-15
Notes:
Scaled up the pre-trained tokens from 100B to 250B, with the number of synthesized instruction-response pairs reaching 500M.
Date:
2024-06-21
Notes:
Released the paper, code, and resources.
LLM NameInstructLM 500M
Repository πŸ€—https://huggingface.co/instruction-pretrain/InstructLM-500M 
Model Size500m
Required VRAM2.3 GB
Updated2026-08-03
Maintainerinstruction-pretrain
Model Typemistral
Instruction-BasedYes
Model Files  2.3 GB   2.3 GB
Supported Languagesen
Model ArchitectureMistralForCausalLM
Licenseapache-2.0
Context Length2048
Model Max Length2048
Transformers Version4.34.0.dev0
Tokenizer ClassLlamaTokenizer
Vocabulary Size32000
Torch Data Typefloat16