What are the hardware requirements for TableLLM 13B?

TableLLM 13B requires approximately 26 GB of VRAM and supports a context window of 16K tokens. Quantized variants may run on less VRAM; see the Quantized Models section on this page.

Who developed TableLLM 13B and how large is it?

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

Where can I download or evaluate TableLLM 13B?

TableLLM 13B is hosted on Hugging Face and linked from this page. LLM Explorer also lists quantized variants and similar alternatives if available.

TableLLM 13B by RUCKBReasoning — VRAM 26GB, 16K context

Name: TableLLM 13B
Author: RUCKBReasoning

TableLLM 13B is an open-source language model by RUCKBReasoning. Features: 13b LLM, VRAM: 26GB, Context: 16K, License: llama2, Instruction-Based, Code Generating, LLM Explorer Score: 0.11.

Arxiv:2403.19318 Code Codegen Dataset:ruckbreasoning/tablell... Deploy:azure En Endpoints compatible Instruct Llama Qa Region:us Safetensors Sharded Table Tensorflow

Model Card on HF 🤗: https://huggingface.co/RUCKBReasoning/TableLLM-13b

TableLLM 13B Parameters and Internals

Model Type

tabular data manipulation, text generation, code generation

Additional Notes

TableLLM is designed to handle tabular data manipulation tasks efficiently, providing either a code solution or a direct text answer depending on the scenario.

Supported Languages

en (high proficiency)

Training Details

Data Sources:

RUCKBReasoning/TableLLM-SFT

Methodology:

The models are fine-tuned based on CodeLlama-7b-Instruct-hf and CodeLlama-13b-Instruct-hf.

LLM Name	TableLLM 13B
Repository 🤗	https://huggingface.co/RUCKBReasoning/TableLLM-13b
Model Size	13b
Required VRAM	26 GB
Updated	2026-08-01
Maintainer	RUCKBReasoning
Model Type	llama
Instruction-Based	Yes
Model Files	5.0 GB: 1-of-6 5.0 GB: 2-of-6 5.0 GB: 3-of-6 4.9 GB: 4-of-6 4.9 GB: 5-of-6 1.2 GB: 6-of-6
Supported Languages	en
Generates Code	Yes
Model Architecture	LlamaForCausalLM
License	llama2
Context Length	16384
Model Max Length	16384
Transformers Version	4.37.0
Tokenizer Class	LlamaTokenizer
Padding Token	[PAD]
Vocabulary Size	32016
Torch Data Type	bfloat16

Rank the TableLLM 13B capabilities

Have you tried this model? Rate its performance — this feedback helps the ML community find the right model for their needs.

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

Best Alternatives to TableLLM 13B

Best Alternatives	Context / RAM	Downloads	Likes
NexusRaven V2 13B	16K / 26 GB	105	472
CodeLlama 13B Instruct Hf	16K / 26 GB	2469	160
CodeLlama 13B MORepair	16K / 26 GB	9	2
CodeLlama 13B Instruct Hf	16K / 26 GB	369	29
NexusRaven 13B	16K / 26 GB	37	106
Panda Coder 13B	16K / 26 GB	11	14
... Llama 2 13B Instruct Text2sql	16K / 26 GB	8	28
Gen Sim	16K / 0.3 GB	4	3
CodeLlama 13B Instruct Fp16	16K / 26 GB	137	28
...Llama 13B Instruct Hf 4bit MLX	16K / 7.8 GB	113	3

Note: green Score (e.g. "73.2") means that the model is better than RUCKBReasoning/TableLLM-13b.