LLM EXPLORER
 LLM Explorer: A Curated Large Language Model Directory and Analytics
Dark Theme
  LLM  List    LLM Hosting    LLM Leaderboards    Blog    Newsfeed    Advertise

Absa 10 Domains Lora Base by SilvioLima

 »  All LLMs  »  SilvioLima  »  Absa 10 Domains Lora Base   URL Share it on

  0   
  Adapter   Code   Dataset:silviolima/absa   Dataset:silviolima/raw data Dataset:silviolima/raw data au...   En   Finetuned   License:apache-2.0   Lora   Peft   Region:us   Safetensors
Model Card on HF 🤗: https://huggingface.co/SilvioLima/absa_10_domains_lora_base 
Absa 10 Domains Lora Base (SilvioLima/absa_10_domains_lora_base)

Absa 10 Domains Lora Base Parameters and Internals

Model Type 
text generation
Use Cases 
Areas:
e-commerce, review sentiment analysis
Applications:
Identifying aspects, opinions, and polarities in text reviews
Primary Use Cases:
Aspect-based sentiment analysis of product reviews
Additional Notes 
The model uses a paraphrasing technique to extract sentiment-related features from reviews. It requires sufficient computational resources to handle data inputs efficiently.
Training Details 
Data Sources:
10k reviews from an e-commerce site across 10 domains
Data Volume:
13513 reviews in total
Methodology:
Trained using a paraphrasing approach. The model was given example sentences and instructed to rewrite them in the same format, emphasizing identified aspects, opinions, and polarities.
Hardware Used:
VM in GCP with configurations to handle the memory constraints
Model Architecture:
Based on the google/flan-t5-base model with LORA configuration for training
Input Output 
Input Format:
Follow example format given during training.
Accepted Modalities:
text
Output Format:
Paraphrased text highlighting aspects, opinions, and polarities.
LLM NameAbsa 10 Domains Lora Base
Repository 🤗https://huggingface.co/SilvioLima/absa_10_domains_lora_base 
Required VRAM0 GB
Updated2024-07-04
MaintainerSilvioLima
Model Files  0.0 GB   0.0 GB
Supported Languagesen
Model ArchitectureAdapter
Licenseapache-2.0
Model Max Length512
Is Biasednone
Tokenizer ClassT5Tokenizer
Padding Token<pad>
PEFT TypeLORA
LoRA ModelYes
PEFT Target Modulesv|q
LoRA Alpha32
LoRA Dropout0.1
R Param16

Best Alternatives to Absa 10 Domains Lora Base

Best Alternatives
Context / RAM
Downloads
Likes
Phi 3 Mini 4K Instruct Sa V0.10K / 0 GB80
Samantha Omni Humanlike Lora0K / 0 GB233
Reflection Model0K / 0.2 GB01
SpectraMind0K / 16.1 GB1003
...mall Physics Finetuned Adapter0K / 0.1 GB81
SpectraMindQ0K / 0.2 GB81
L3.1 Spark R64 LoRA0K / 0.4 GB120
Mistral Small Dampf Qlora0K / 0.8 GB80
Mistral Small Fujin Qlora0K / 0.8 GB92
...stral Small Springdragon Qlora0K / 0.8 GB61
Note: green Score (e.g. "73.2") means that the model is better than SilvioLima/absa_10_domains_lora_base.

Rank the Absa 10 Domains Lora Base 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  

What open-source LLMs or SLMs are you in search of? 42577 in total.

Email us: info@extractum.io. Our Privacy Policy  | Terms and Conditions  | Suggest an improvement.
Our Social Media →  
Original data from HuggingFace, OpenCompass and various public git repos.
Release v20241227
  Support LLM Explorer