deepresearchediting/rubrics_20260406_131420

---
dataset_info:
features:
- name: instruction
dtype: string
- name: queries
struct:
- name: how to communicate technical findings to a broader audience
dtype: string
- name: how to structure a technical report on computational scaling properties
dtype: string
- name: what are best practices for analyzing computational cost in machine learning
models
dtype: string
- name: survey_queries
struct:
- name: survey papers on Feed-Forward Network Dynamics arxiv OR biorxiv pdf
dtype: string
- name: survey papers on Self-Attention Mechanism Efficiency arxiv OR biorxiv
pdf
dtype: string
- name: survey papers on Transformer Architecture Scaling arxiv OR biorxiv pdf
dtype: string
- name: search_results
struct:
- name: how to communicate technical findings to a broader audience
struct:
- name: all_web_results
list:
- name: content
dtype: string
- name: keep
dtype: bool
- name: link_instruction_rating
dtype: int64
- name: link_rating
dtype: int64
- name: name
dtype: string
- name: query_answer
dtype: string
- name: snippet
dtype: string
- name: url
dtype: string
- name: filtered_web_results
list:
- name: content
dtype: string
- name: keep
dtype: bool
- name: link_instruction_rating
dtype: int64
- name: link_rating
dtype: int64
- name: name
dtype: string
- name: query_answer
dtype: string
- name: snippet
dtype: string
- name: url
dtype: string
- name: selected_content_answers
list: string
- name: selected_web_content
list: string
- name: how to structure a technical report on computational scaling properties
struct:
- name: all_web_results
list:
- name: content
dtype: string
- name: keep
dtype: bool
- name: link_instruction_rating
dtype: int64
- name: link_rating
dtype: int64
- name: name
dtype: string
- name: query_answer
dtype: string
- name: snippet
dtype: string
- name: url
dtype: string
- name: filtered_web_results
list:
- name: content
dtype: string
- name: keep
dtype: bool
- name: link_instruction_rating
dtype: int64
- name: link_rating
dtype: int64
- name: name
dtype: string
- name: query_answer
dtype: string
- name: snippet
dtype: string
- name: url
dtype: string
- name: selected_content_answers
list: string
- name: selected_web_content
list: string
- name: survey papers on Feed-Forward Network Dynamics arxiv OR biorxiv pdf
struct:
- name: all_web_results
list:
- name: content
dtype: string
- name: is_pdf
dtype: bool
- name: name
dtype: string
- name: query_answer
dtype: string
- name: snippet
dtype: string
- name: tavily_raw_content
dtype: string
- name: url
dtype: string
- name: filtered_web_results
list:
- name: content
dtype: string
- name: is_pdf
dtype: bool
- name: name
dtype: string
- name: query_answer
dtype: string
- name: snippet
dtype: string
- name: tavily_raw_content
dtype: string
- name: url
dtype: string
- name: selected_content_answers
list: string
- name: selected_web_content
list: string
- name: survey papers on Self-Attention Mechanism Efficiency arxiv OR biorxiv
pdf
struct:
- name: all_web_results
list:
- name: content
dtype: string
- name: is_pdf
dtype: bool
- name: name
dtype: string
- name: query_answer
dtype: string
- name: snippet
dtype: string
- name: tavily_raw_content
dtype: string
- name: url
dtype: string
- name: filtered_web_results
list:
- name: content
dtype: string
- name: is_pdf
dtype: bool
- name: name
dtype: string
- name: query_answer
dtype: string
- name: snippet
dtype: string
- name: tavily_raw_content
dtype: string
- name: url
dtype: string
- name: selected_content_answers
list: string
- name: selected_web_content
list: string
- name: survey papers on Transformer Architecture Scaling arxiv OR biorxiv pdf
struct:
- name: all_web_results
list:
- name: content
dtype: string
- name: is_pdf
dtype: bool
- name: name
dtype: string
- name: query_answer
dtype: string
- name: snippet
dtype: string
- name: tavily_raw_content
dtype: string
- name: url
dtype: string
- name: filtered_web_results
list:
- name: content
dtype: string
- name: is_pdf
dtype: bool
- name: name
dtype: string
- name: query_answer
dtype: string
- name: snippet
dtype: string
- name: tavily_raw_content
dtype: string
- name: url
dtype: string
- name: selected_content_answers
list: string
- name: selected_web_content
list: string
- name: what are best practices for analyzing computational cost in machine learning
models
struct:
- name: all_web_results
list:
- name: content
dtype: string
- name: keep
dtype: bool
- name: link_instruction_rating
dtype: int64
- name: link_rating
dtype: int64
- name: name
dtype: string
- name: query_answer
dtype: string
- name: snippet
dtype: string
- name: url
dtype: string
- name: filtered_web_results
list:
- name: content
dtype: string
- name: keep
dtype: bool
- name: link_instruction_rating
dtype: int64
- name: link_rating
dtype: int64
- name: name
dtype: string
- name: query_answer
dtype: string
- name: snippet
dtype: string
- name: url
dtype: string
- name: selected_content_answers
list: string
- name: selected_web_content
list: string
- name: search_success
dtype: bool
- name: query_responses
struct:
- name: how to communicate technical findings to a broader audience
dtype: string
- name: how to structure a technical report on computational scaling properties
dtype: string
- name: survey papers on Feed-Forward Network Dynamics arxiv OR biorxiv pdf
dtype: string
- name: survey papers on Self-Attention Mechanism Efficiency arxiv OR biorxiv
pdf
dtype: string
- name: survey papers on Transformer Architecture Scaling arxiv OR biorxiv pdf
dtype: string
- name: ea_criteria
dtype: string
- name: raw_ea_criteria
struct:
- name: filter_raw_response
struct:
- name: '1'
dtype: string
- name: '10'
dtype: string
- name: '11'
dtype: string
- name: '12'
dtype: string
- name: '13'
dtype: string
- name: '14'
dtype: string
- name: '15'
dtype: string
- name: '16'
dtype: string
- name: '17'
dtype: string
- name: '18'
dtype: string
- name: '19'
dtype: string
- name: '2'
dtype: string
- name: '20'
dtype: string
- name: '21'
dtype: string
- name: '22'
dtype: string
- name: '23'
dtype: string
- name: '24'
dtype: string
- name: '25'
dtype: string
- name: '26'
dtype: string
- name: '27'
dtype: string
- name: '28'
dtype: string
- name: '29'
dtype: string
- name: '3'
dtype: string
- name: '30'
dtype: string
- name: '31'
dtype: string
- name: '32'
dtype: string
- name: '4'
dtype: string
- name: '5'
dtype: string
- name: '6'
dtype: string
- name: '7'
dtype: string
- name: '8'
dtype: string
- name: '9'
dtype: string
- name: pre_filtering_criteria
dtype: string
- name: pre_rewriting_criteria
dtype: string
- name: llm_criteria
dtype: string
- name: ea_criteria_scored_raw
list: string
- name: ea_criteria_scored
list: float64
- name: llm_criteria_scored_raw
list: string
- name: llm_criteria_scored
list: float64
- name: ea_full_criteria
dtype: string
- name: merged_source_indicators
list: string
splits:
- name: train
num_bytes: 7379677
num_examples: 1
download_size: 7666138
dataset_size: 7379677
configs:
- config_name: default
data_files:
- split: train
path: data/train-*
---