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CompBioBench item

chip-pioneer-q1

Question

chip.pioneer.q1.tar contains fragment bed files obtained by aligning paired-end reads from multiple ChIP-seq experiments and their input controls using the Chromap aligner (v0.2.6, --preset chip, hg38). 6 TFs (TF1-TF6) were each separately overexpressed in BJ fibroblasts for 48 hours at comparable protein levels, and ChIP-seq was then performed. Obtain the BJ fibroblasts DNase-seq data corresponding to ENCODE accession ENCSR000EME. Using these, determine which TF showcases the most pioneering ability- which can be assumed to be reflected in the ChIP-seq signal at 48 hours. Respond with one of TF1, TF2, TF3, TF4, TF5, TF6.

Inferred answer
TF4Uniquely inferred from submitted scores.
Domain
Epigenomics
Question style
Metadata Recovery

An answer can be uniquely inferred for 54 of 100 questions from submitted scores. Green: correct · Red: incorrect. For questions without a uniquely determined answer: Blue: matches prediction · Orange: differs from prediction. These are inferred answer checks, not official per-question grades.

Galaxy

12/12 terminal item results

UDT = user-defined tool: custom code executed by Galaxy. Route badges summarize analysis tools, excluding uploads and automatic conversions. How usage is counted.

Codex GPT-5.5

3 replicates
Codex GPT-5.5

Replicate 1

CorrectUDT-only
AnswerTF4
Workflow
Pioneer ChIP DNase AnalysisPioneer ChIP DNase Analysis Streamed
Codex GPT-5.5

Replicate 2

CorrectUDT-only
AnswerTF4
Workflow
Diagnose Pioneer InputsScore Pioneer TF
Total tokens
645.7K
Output
11.9K
Codex GPT-5.5

Replicate 3

CorrectUDT + standard tools
AnswerTF4
Workflow
Pioneer diagnostic summaryUDT render probeUDT render probe command fieldUDT render probe hg38UDT render probe busybox

Codex GPT-5.6 Sol

3 replicates
Codex GPT-5.6 Sol

Replicate 1

CorrectUDT-only
AnswerTF4
Workflow
Converter Archive To DirectoryPioneer fragment BED QCPioneer MACS2 preflightPioneer MACS3 preflightPioneer TF closed-chromatin analysis2 more tools
Codex GPT-5.6 Sol

Replicate 2

CorrectUDT-only
AnswerTF4
Workflow
Diagnose pioneer ChIP and DNase inputsPioneer ChIP reproducible closed chromatin metricsProbe MACS3 runtimeSummarize pioneer robustness metricsFinal unanimous pioneer TF selection
Total tokens
14.9M
Output
28.8K
Codex GPT-5.6 Sol

Replicate 3

CorrectUDT-only
AnswerTF4
Workflow
ChIP fragment archive diagnosticChIP pioneer analysis pilotChIP pioneer analysis genome-wide
Total tokens
28.9M
Output
28.2K

Codex + DeepSeek-v4-pro-0813

3 replicates
Codex + DeepSeek-v4-pro-0813

Replicate 1

CorrectStandard tools only
AnswerTF4
Workflow
Wc GnuGops Concat 1Bedtools MergebedBedtools SortbedBedtools Intersectbed1 more tools
Total tokens
16.9M
Output
70.1K
Codex + DeepSeek-v4-pro-0813

Replicate 2

CorrectStandard tools only
AnswerTF4
Workflow
Macs2 CallpeakCat1Bedtools MergebedBedtools SortbedWc Gnu3 more tools
Total tokens
11.6M
Output
57.3K
Codex + DeepSeek-v4-pro-0813

Replicate 3

CorrectUDT + standard tools
AnswerTF4
Workflow
Converter Archive To DirectoryMacs2 CallpeakMACS2 BEDPE callUDT Test EchoUDT Test Cat4 more tools
Total tokens
33.2M
Output
98.5K

Codex GPT-5.6 Luna

3 replicates
Codex GPT-5.6 Luna

Replicate 1

IncorrectUDT-only
AnswerTF3
Workflow
Converter Archive To DirectoryPioneer diagnosticPioneer archive diagnosticPioneer full fragment count
Total tokens
2.8M
Output
29.2K
Codex GPT-5.6 Luna

Replicate 2

IncorrectUDT + standard tools
AnswerTF1
Workflow
Converter Archive To DirectoryBedtools IntersectbedBJ ChIP pioneer scoreSort rows
Total tokens
8.8M
Output
37.5K
Codex GPT-5.6 Luna

Replicate 3

IncorrectUDT-only
AnswerTF1
Workflow
BedtoolsPioneer fragment accessibility diagnosticPioneer factor fragment accessibility analysis
Total tokens
3.1M
Output
27.1K

Anycode

13/13 terminal item results

Codex GPT-5.5

3 replicates
Codex GPT-5.5

Replicate 1

Correct
AnswerTF4
Workflow
Local codePythonBedtools
Codex GPT-5.5

Replicate 2

Correct
AnswerTF4
Workflow
Local codePythonBedtoolsSamtools
Codex GPT-5.5

Replicate 3

Correct
AnswerTF4
Workflow
Local codeBedtoolsPython

Codex GPT-5.6 Sol

3 replicates
Codex GPT-5.6 Sol

Replicate 1

Correct
AnswerTF4
Workflow
Local codePythonBedtoolsR
Codex GPT-5.6 Sol

Replicate 2

Correct
AnswerTF4
Workflow
Local codeBedtoolsPython
Codex GPT-5.6 Sol

Replicate 3

Correct
AnswerTF4
Workflow
Local codePythonBedtoolsSamtoolsSciPy

Codex + DeepSeek-v4-pro-0813

3 replicates
Codex + DeepSeek-v4-pro-0813

Replicate 1

Correct
AnswerTF4
Workflow
Local codeBedtoolsSamtoolsPython
Total tokens
20.4M
Output
78.1K
Codex + DeepSeek-v4-pro-0813

Replicate 2

Correct
AnswerTF4
Workflow
Local codeBedtoolsSamtoolsPython
Total tokens
27.1M
Output
101.0K
Codex + DeepSeek-v4-pro-0813

Replicate 3

Correct
AnswerTF4
Workflow
Local codePythonBedtoolsSamtoolspysam1 more tools
Total tokens
12.8M
Output
48.3K

Codex GPT-5.6 Luna

3 replicates
Codex GPT-5.6 Luna

Replicate 1

Correct
AnswerTF4
Workflow
Local codePythonBedtoolsSamtoolspysam1 more tools
Codex GPT-5.6 Luna

Replicate 2

Incorrect
AnswerTF1
Workflow
Local codePythonBedtoolsSamtools
Codex GPT-5.6 Luna

Replicate 3

Incorrect
AnswerTF3
Workflow
Local codeBedtoolsSamtoolsPythonSciPy

Codex GPT-6 Astra

1 replicate
Codex GPT-6 Astra

Replicate 1

Correct
AnswerTF4
Workflow
Local codePythonBedtoolsSamtoolsSciPy1 more tools
Total tokens
2.4M
Output
13.7K