What are the hardware requirements for Sydney Overthinker 13B HF?

Sydney Overthinker 13B HF requires approximately 26 GB of VRAM and supports a context window of 4K tokens. Quantized variants may run on less VRAM; see the Quantized Models section on this page.

Who developed Sydney Overthinker 13B HF and how large is it?

Sydney Overthinker 13B HF is developed by FPHam, a model with 13b parameters. The model is published as open weights on Hugging Face and indexed on LLM Explorer with full benchmark history.

How does Sydney Overthinker 13B HF perform on standard benchmarks?

Sydney Overthinker 13B HF has the following published scores: MMLU 51.28. Compare against reference models on this page or on the LLM Explorer leaderboards.

Sydney Overthinker 13B HF by FPHam — VRAM 26GB, 4K context

Name: Sydney Overthinker 13B HF
Author: FPHam

Sydney Overthinker 13B HF is an open-source language model by FPHam. Features: 13b LLM, VRAM: 26GB, Context: 4K, License: llama2, LLM Explorer Score: 0.13, Arc: 59, HellaSwag: 80.9, MMLU: 51.3, GSM8K: 18.9.

Endpoints compatible Grammar Llama Region:us Safetensors Sharded Spellcheck Tensorflow

Model Card on HF 🤗: https://huggingface.co/FPHam/Sydney_Overthinker_13b_HF

Sydney Overthinker 13B HF Parameters and Internals

Model Type

llm, spellcheck, grammar

Additional Notes

Model inspired by the Riddles dataset to enable over-analytical and question-driven interaction.

Training Details

Data Sources:

Riddles data set

Methodology:

Standard Alpaca

LLM Name	Sydney Overthinker 13b HF
Repository 🤗	https://huggingface.co/FPHam/Sydney_Overthinker_13b_HF
Model Size	13b
Required VRAM	26 GB
Updated	2026-08-08
Maintainer	FPHam
Model Type	llama
Model Files	9.9 GB: 1-of-3 9.9 GB: 2-of-3 6.2 GB: 3-of-3
Model Architecture	LlamaForCausalLM
License	llama2
Context Length	4096
Model Max Length	4096
Transformers Version	4.34.1
Tokenizer Class	LlamaTokenizer
Padding Token	<unk>
Vocabulary Size	32000
Torch Data Type	float16

Rank the Sydney Overthinker 13B HF capabilities

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Instruction Following and Task Automation
Factuality and Completeness of Knowledge
Censorship and Alignment
Data Analysis and Insight Generation
Text Generation
Text Summarization and Feature Extraction
Code Generation
Multi-Language Support and Translation

Quantized Models of the Sydney Overthinker 13B HF

Model	Likes	Downloads	VRAM
Sydney Overthinker 13B GGUF	2	58	5 GB
Sydney Overthinker 13B AWQ	1	4	7 GB
Sydney Overthinker 13B GPTQ	0	6	7 GB

Best Alternatives to Sydney Overthinker 13B HF

Best Alternatives	Context / RAM	Downloads	Likes
Luminaura RP 13B	128K / 26 GB	9	1
Yarn Llama 2 13B 128K	128K / 26 GB	184	113
Agent Llama2 13B 80K	80K / 26.4 GB	5	0
Chat Llama2 13B 80K	80K / 52.8 GB	5	0
LongAlign 13B 64K	64K / 26 GB	96	13
LongAlign 13B 64K Base	64K / 26 GB	89	3
LongAlign 13B 64K	64K / 26 GB	11	13
LongAlign 13B 64K Base	64K / 26 GB	6	3
Openbuddy Llama2 13B V15p1 64K	64K / 26.1 GB	4	4
Openbuddy Llama2 13b64k V15	64K / 26.1 GB	12	2