metadata

language:
  - en
pretty_name: ScienceWikiSmallChunk
tags:
  - RAG
  - Retrieval Augmented Generation
  - Small Chunks
  - Wikipedia
  - Science
  - Scientific
  - Scientific Wikipedia
  - Science Wikipedia
  - 512 tokens
license: cc-by-sa-3.0
task_categories:
  - text-generation
  - text-classification
  - question-answering

ScienceWikiSmallChunk

Processed version of millawell/wikipedia_field_of_science, prepared to be used in small context length RAG systems. Chunk length is tokenizer dependent, but each chunk should be around 512 tokens. Longer wikipedia pages have been split into smaller entries, with title added as a prefix.

There is also 256 tokens dataset available: Laz4rz/wikipedia_science_chunked_small_rag_256

If you wish to prepare some other chunk length:

use millawell/wikipedia_field_of_science
adapt chunker function:

def chunker_clean(results, example, length=512, approx_token=3, prefix=""):
    if len(results) == 0:
        regex_pattern = r'[\n\s]*\n[\n\s]*'
        example = re.sub(regex_pattern, " ", example).strip().replace(prefix, "")
    chunk_length = length * approx_token
    if len(example) > chunk_length:
        first = example[:chunk_length]
        chunk = ".".join(first.split(".")[:-1])
        if len(chunk) == 0:
            chunk = first
        rest = example[len(chunk)+1:]
        results.append(prefix+chunk.strip())
        if len(rest) > chunk_length:
            chunker_clean(results, rest.strip(), length=length, approx_token=approx_token, prefix=prefix)
        else:
            results.append(prefix+rest.strip())
    else:
        results.append(prefix+example.strip())
    return results