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harrison/audio
ankush/prompt-abstractions
harrison/memory-chat
harrison/indexes
ankush/partial-prompt-apply
harrison/sagemaker
harrison/datetime
harrison/openapiagent
harrison/paged-pdf
harrison/pswsl
ankush/example-runner
harrison/guards
scad/api-chain
harrison/prompt-bugs
harrison/sql-agent
harrison/pinecone-try-except
harrison/callback-updates
harrison/map-rerank
harrison/combine-docs-parse
harrison/azure-rfc
harrison/sequential_chain_from_prompts
harrison/agent-refactor
harrison/agent_intermediate_steps
harrison/agent_multi_inputs
harrison/promot-mrkl
harrison/fix_logging_api
harrison/use_output_parser
harrison/track_intermediate_steps
harrison/sql_error
harrison/logging_to_file
harrison/output_parser
harrison/flexible_model_args
harrison/agent-improvements
harrison/router_docs
harrison/docs
samantha/add_llm_to_example
harrison/reorg_smart_chains
mako-templates
harrison/save_metadatas
harrison/router
harrison/custom_pipeline
harrison/chain_pipeline
harrison/prompts_docs
harrison/attempt_citing_in_prompt
harrison/load_prompt
harrison/prompts_take_2
harrison/ape
harrison/prompt_examples
harrison/add_dependencies
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${ noResults }
Raviraj
858ce264ef
```SemanticChunker``` currently provide three methods to split the texts semantically:
- percentile
- standard_deviation
- interquartile
I propose new method ```gradient```. In this method, the gradient of distance is used to split chunks along with the percentile method (technically) . This method is useful when chunks are highly correlated with each other or specific to a domain e.g. legal or medical. The idea is to apply anomaly detection on gradient array so that the distribution become wider and easy to identify boundaries in highly semantic data.
I have tested this merge on a set of 10 domain specific documents (mostly legal).
Details :
- **Issue:** Improvement
- **Dependencies:** NA
- **Twitter handle:** [x.com/prajapat_ravi](https://x.com/prajapat_ravi)
@hwchase17
---------
Co-authored-by: Raviraj Prajapat <raviraj.prajapat@sirionlabs.com>
Co-authored-by: isaac hershenson <ihershenson@hmc.edu>
|
3 months ago | |
|---|---|---|
| .. | ||
| cli | cli[minor]: remove redefined DEFAULT_GIT_REF (#21471) | 3 months ago |
| community | LanceDB integration update (#22869) | 3 months ago |
| core | Include "no escape" and "inverted section" mustache vars in Prompt.input_variables and Prompt.input_schema (#22981) | 3 months ago |
| experimental | SemanticChunker : Feature Addition ("Semantic Splitting with gradient") (#22895) | 3 months ago |
| langchain | langchain: add id_key option to EnsembleRetriever for metadata-based document merging (#22950) | 3 months ago |
| partners | standard-tests[patch]: Update chat model standard tests (#22378) | 3 months ago |
| standard-tests | standard-tests[patch]: Update chat model standard tests (#22378) | 3 months ago |
| text-splitters | text-splitters[patch]: Fix HTMLSectionSplitter (#22812) | 3 months ago |