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Aspect-based Sentiment Analysis with DSPy

simmering.dev · published 23 November 2024

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Host

https://github.com/psimm/website/blob/master/blog/absa-with-dspy/index.qmd

github.com

https://wandb.ai/psimm/absa-dspy

wandb.ai

https://huggingface.co/datasets/psimm/absa-semeval2014-alpaca

huggingface.co

https://dspy.ai

dspy.ai

https://dspy.ai/learn/

dspy.ai

https://docs.pydantic.dev/latest/

docs.pydantic.dev

https://dspy.ai/learn/8-typed_predictors/?h=typed

dspy.ai

https://github.com/BerriAI/litellm

github.com

https://fireworks.ai

fireworks.ai

https://maven.com/parlance-labs/fine-tuning?utm_campaign=d45fef&utm_medium=partner&utm_source=instructor

maven.com

https://hamel.dev/blog/posts/prompt/

hamel.dev

https://dspy.ai/learn/optimization/optimizers/?h=optimizers

dspy.ai

https://dspy.ai/deep-dive/optimizers/miprov2/?h=miprov

dspy.ai

https://github.com/psimm/website/blob/master/blog/absa-with-dspy/configs/manual_prompt.json

github.com

https://github.com/stanfordnlp/dspy/tree/main/examples

github.com

https://dspy.ai/learn/optimization/optimizers/?h=fine

dspy.ai

https://paperswithcode.com/sota/aspect-based-sentiment-analysis-on-semeval-6

paperswithcode.com

https://arxiv.org/abs/2406.11695

arxiv.org

https://doi.org/10.3115/v1/S14-2004

doi.org

https://arxiv.org/abs/2310.18025

arxiv.org