NULLSPACE-sample / README.md
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metadata
license: cc-by-nc-4.0
task_categories:
  - question-answering
language:
  - en
tags:
  - reasoning
  - mathematics
  - physics
  - chemistry
  - jee
  - failure-analysis
  - contamination-aware
size_categories:
  - n<1K
extra_gated_prompt: >-
  Please share your details to instantly access this sample dataset. Your
  request is auto-approved.
extra_gated_fields:
  Name: text
  Email: text
  Organization: text
  Intended use: text

NULLSPACE

267 JEE questions frontier models get wrong — every answer key independently verified, every row tagged for contamination. This is a 10-row sample. Access is auto-approved — fill in your details to view the data.

Full dataset (267 questions · 77 held out): Nalandadata/NULLSPACE — requires access request.

NULLSPACE is a failure-only benchmark. A question enters the set only when multiple frontier models independently get it wrong and the answer key has been re-verified. Each row carries a do_not_score field listing models that must be excluded when scoring — because those models' failures were used to build the set, scoring them on it measures nothing. Clean accuracy (67.3%) is higher than overall accuracy (62.2%) because contaminated rows are the ones models specifically struggled with.


Sample coverage

item_id Subject Answer type Figures
STEM-0001 Mathematics multiple_choice 0
STEM-0002 Chemistry single_choice 5
STEM-0003 Chemistry matrix_match 4
STEM-0004 Chemistry numerical 0
STEM-0005 Mathematics multiple_choice 0
STEM-0006 Physics integer 0
STEM-0008 Chemistry multiple_choice 5
STEM-0010 Physics single_choice 1
STEM-0015 Mathematics single_choice 0
STEM-0020 Chemistry integer 1

Schema (14 columns)

Field Meaning
item_id Stable public identifier, STEM-NNNN
exam, subject, answer_type Source and question format
question, options, column_a/column_b Question content with HTML/MathML
answer, answer_key The key — plain string and structured object
do_not_score Models that must be excluded when scoring this row
models_failed Which models got this question wrong
verdict CONFIRMED_MODEL_FAILURE, DISPUTED_BUT_KEY_BACKED, DISPUTED
thumbnail First figure image (Image type), null for text-only

Citation

@misc{nullspace2026,
  title        = {NULLSPACE: A Failure-Only JEE Benchmark with Contamination Tracking},
  author       = {Nalandadata},
  year         = {2026},
  howpublished = {\url{https://huggingface.co/datasets/Nalandadata/NULLSPACE}},
  note         = {267 public questions; 77 held out}
}

info@nalandadata.ai · nalandadata.ai