Comments (3)
Hi all, I think it will be a great success to extend this to token-classification
too. Have you thought about something along the lines of the followings:
- Keybert (https://github.com/MaartenGr/KeyBERT)
- TARS (https://github.com/flairNLP/flair/blob/master/resources/docs/TUTORIAL_10_TRAINING_ZERO_SHOT_MODEL.md) which is from FLAIR - Please see (
Use Case 2: Zero-shot Named Entity Recognition (NER) with TARS
- in the notebook)
I think specially something along the lines of KeyBert or TARS might already be something that is usable
from setfit.
Hey @zhanghaok thanks for your interest! We haven't quite figured yet out how to apply SetFit in token classification tasks, but we will certainly add support to the library if we can make it work well :)
Thanks for your reply, look forward to it being used in few-shot named entity recognition , come on!💪
from setfit.
Hey @zhanghaok thanks for your interest! We haven't quite figured yet out how to apply SetFit in token classification tasks, but we will certainly add support to the library if we can make it work well :)
from setfit.
Related Issues (20)
- Can we use Setfit just for finetuning ST Embedding model to create embeddings HOT 2
- MultiGPU support or better intergration for loading models HOT 1
- i found a typo in docs HOT 1
- Methodological error in zero cost, zero time, zero shot notebook HOT 2
- Usage of deprecated `evaluation_strategy` in TrainingArguments HOT 1
- Data validation when using differentiable_head
- Can you please add an example with early stopping based on classification loss?
- how to optimize setfit inference
- exception:enum PyPreTokenizerTypeWrapper, while loading the fine-tuned model for evaluation HOT 7
- Regarding expanding the label column
- Setfit can't doing model prediction after training for MultiClass Classification with hf Trainer HOT 1
- Item taxonomy generation
- The truth value of an array with more than one element is ambiguous. Use a.any() or a.all()
- Possibility to monitor head training?
- Model checkpoints saved during the training are unusable
- Example from quick start fails with 'TrainingArguments' object has no attribute 'eval_strategy' HOT 8
- Clarification on end_to_end vs trainer.train_embeddings HOT 1
- Savely save & load SetFitModel with custom differentiable head
- Multiclass Training Error HOT 1
- setfit example does not work HOT 1
Recommend Projects
-
React
A declarative, efficient, and flexible JavaScript library for building user interfaces.
-
Vue.js
🖖 Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.
-
Typescript
TypeScript is a superset of JavaScript that compiles to clean JavaScript output.
-
TensorFlow
An Open Source Machine Learning Framework for Everyone
-
Django
The Web framework for perfectionists with deadlines.
-
Laravel
A PHP framework for web artisans
-
D3
Bring data to life with SVG, Canvas and HTML. 📊📈🎉
-
Recommend Topics
-
javascript
JavaScript (JS) is a lightweight interpreted programming language with first-class functions.
-
web
Some thing interesting about web. New door for the world.
-
server
A server is a program made to process requests and deliver data to clients.
-
Machine learning
Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.
-
Visualization
Some thing interesting about visualization, use data art
-
Game
Some thing interesting about game, make everyone happy.
Recommend Org
-
Facebook
We are working to build community through open source technology. NB: members must have two-factor auth.
-
Microsoft
Open source projects and samples from Microsoft.
-
Google
Google ❤️ Open Source for everyone.
-
Alibaba
Alibaba Open Source for everyone
-
D3
Data-Driven Documents codes.
-
Tencent
China tencent open source team.
from setfit.