Tulu 2 DPO 7B By allenai: Benchmarks, Features and Detailed Analysis. Insights on Tulu 2 DPO 7B.

Arxiv:2305.18290 Arxiv:2311.10702 Autotrain compatible Base model:finetune:meta-llama... Base model:meta-llama/llama-2-... Conversational Dataset:allenai/tulu-v2-sft-mi... Dataset:huggingfaceh4/ultrafee... En Endpoints compatible Llama Pytorch Region:us Sharded

Model Card on HF 🤗: https://huggingface.co/allenai/tulu-2-dpo-7b

Tulu 2 DPO 7B Benchmarks

LLME Score: 0.1742

^nn.n% — How the model compares to the reference models: Anthropic Sonnet 3.5 ("so35"), GPT-4o ("gpt4o") or GPT-4 ("gpt4").

What is the LLM Explorer Rank (Score)

Tulu 2 DPO 7B Parameters and Internals

Model Type

instruction, RLHF tuned, chat model

Use Cases

Areas:

chat assistants, instructional response models

Applications:

assistive artificial intelligence

Primary Use Cases:

handling diverse instructions and queries

Limitations:

not aligned for generating safe completions, potential to produce problematic outputs

Additional Notes

Model card provides details on alignment, performance, and intended use.

Supported Languages

en (primary)

Training Details

Data Sources:

HuggingFaceH4/ultrafeedback_binarized, allenai/tulu-v2-sft-mixture, openbmb/UltraFeedback

Methodology:

Direct Preference Optimization (DPO)

Model Architecture:

fine-tuned version of Llama 2

Input Output

Input Format:

<|user|> Your message here! <|assistant|>

Accepted Modalities:

text

Output Format:

text

Performance Tips:

Include a newline after '<|assistant|>' for better generation quality.

LLM Name	Tulu 2 DPO 7B
Repository 🤗	https://huggingface.co/allenai/tulu-2-dpo-7b
Base Model(s)	Llama 2 7B Hf meta-llama/Llama-2-7b-hf
Model Size	7b
Required VRAM	13.5 GB
Updated	2025-02-22
Maintainer	allenai
Model Type	llama
Model Files	10.0 GB: 1-of-2 3.5 GB: 2-of-2
Supported Languages	en
Model Architecture	LlamaForCausalLM
License	other
Context Length	8192
Model Max Length	8192
Transformers Version	4.33.2
Tokenizer Class	LlamaTokenizer
Beginning of Sentence Token	<s>
End of Sentence Token	</s>
Unk Token	<unk>
Vocabulary Size	32000
Torch Data Type	bfloat16

Quantized Models of the Tulu 2 DPO 7B

Model	Likes	Downloads	VRAM
Tulu 2 DPO 7B GGUF	3	292	2 GB
Tulu 2 DPO 7B AWQ	0	84	3 GB
Tulu 2 DPO 7B GPTQ	0	82	3 GB

Best Alternatives to Tulu 2 DPO 7B

Best Alternatives	Context / RAM	Downloads	Likes
2 Very Sci Fi	1024K / 16.1 GB	317	0
...1M 1000000ctx AEZAKMI 3 1 1702	1024K / 13.5 GB	23	1
... Qwen2.5llamaify 7B V23.1 200K	195K / 15.2 GB	3943	3
LlamaStock 8B	128K / 16.1 GB	11	1
SuperNeuralDreadDevil 8B	128K / 16.1 GB	54	1
Yarn Llama 2 7B 128K	128K / 13.5 GB	6422	39
LLaMA 7B PoSE YaRN 128K	128K / 13.5 GB	7	3
LLaMA 7B PoSE Linear 96K	96K / 27 GB	9	2
LLaMA 7B PoSE YaRN 96K	96K / 13.5 GB	11	1
Chat Llama2 7B 80K	80K / 13.8 GB	8	0

Note: green Score (e.g. "73.2") means that the model is better than allenai/tulu-2-dpo-7b.

Rank the Tulu 2 DPO 7B Capabilities

🆘 Have you tried this model? Rate its performance. This feedback would greatly assist ML community in identifying the most suitable model for their needs. Your contribution really does make a difference! 🌟

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

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Original data from HuggingFace, OpenCompass and various public git repos.

Release v20241227

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