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Senior LLM Engineer Needed – Build Evidence-Grounded Lit Review System (500 Academic Papers pdf)

Upworkvia Upwork
RemotoUsSêniorCLTHoje

Salário Estimado

R$ 9.600,00 - R$ 16.000,00

Tecnologias

0de 100

Regular

Score da Vaga

Descrição da Vaga

I am a researcher conducting a large-scale literature review based on academic papers (PDFs).


I already have a predefined set of research questions.


I am not looking for AI to write the review.


I am looking to build a robust, reproducible system that:

Applies my question set to each paper
Extracts answers directly from the documents • Provides supporting real page references
Flags missing or ambiguous information • Outputs everything into a structured master Excel file This system will function as an additional analytical layer — an “extra pair of eyes” — to support, our review process.

Deliverables The final output must be a master Excel file with a structured format.


In addition, I will also need:

Clean, documented source code
Clear instructions to re-run the pipeline • Ability to add new PDFs and re-run
Ability to modify or add questions You should be comfortable with:
Scientific PDF i
Extracting data from tables inside PDF • LLM outputs with enforced JSON schema
Hallucination mitigation strategies • Citation grounding at chunk level Python preferred.(others are also ok) To Apply, Please include: 1.

A description of a similar system you built. 2.


Your proposed architecture and tool stack. 3.


How you will prevent hallucinations. 4.


Estimated timeline

Requisitos

  • The final output must be a master Excel file with a structured format
  • Ability to add new PDFs and re-run
  • Ability to modify or add questions
  • Scientific PDF i
  • LLM outputs with enforced JSON schema
  • Hallucination mitigation strategies
  • Citation grounding at chunk level
  • Your proposed architecture and tool stack
  • How you will prevent hallucinations

Responsabilidades

  • Applies my question set to each paper
  • Extracts answers directly from the documents
  • Provides supporting real page references
  • Flags missing or ambiguous information
  • Outputs everything into a structured master Excel file
  • This system will function as an additional analytical layer — an “extra pair of eyes” — to support, our review process
  • Clean, documented source code
  • Clear instructions to re-run the pipeline

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Informações

NívelSênior
ContratoCLT
LocalUs
RemotoSim
MoedaBRL
PublicadaHoje
FonteUpwork

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