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CompBioBench item

odd-one-out-q1

Question

odd.one.out.q1.tar.gz contains 10 ENCODE-style tagAlign files (hg38). Each file is a different experiment performed in a unique human cell line. 9 experiments were generated using the same assay, however 1 was generated using a different assay. What is index (1-10) of this outlier?

Inferred answer
4Uniquely 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

IncorrectUDT-only
Answer9
Workflow
Odd One Out DiagnosticOdd One Out Binned CompareOdd One Out TSS EnrichmentOdd One Out Final Classifier
Total tokens
734.9K
Output
15.7K
Codex GPT-5.5

Replicate 2

CorrectUDT + standard tools
Answer4
Workflow
TagAlign diagnostics q1TagAlign diagnostics q1 v2TagAlign diagnostics q1 v3TagAlign diagnostics q1 v4
Total tokens
5.5M
Output
33.6K
Codex GPT-5.5

Replicate 3

IncorrectUDT + standard tools
Answer9
Workflow
tagAlign diagnostic sampletagAlign diagnostic sample v2UDT render probeUDT static probeConverter Archive To Directory4 more tools
Total tokens
3.2M
Output
47.2K

Codex GPT-5.6 Sol

3 replicates
Codex GPT-5.6 Sol

Replicate 1

IncorrectUDT-only
Answer1
Workflow
TagAlign archive identity and structure diagnosticTagAlign chromosome-normalized spatial validationTagAlign RefSeq gene landmark validationNumPy runtime probe for strand cross-correlationTagAlign strand cross-correlation assay diagnostic3 more tools
Total tokens
13.4M
Output
35.8K
Codex GPT-5.6 Sol

Replicate 2

CorrectUDT-only
Answer4
Workflow
Converter Archive To DirectoryTagAlign assay structural and correlation diagnosticTagAlign assay structural and correlation diagnostic v2TagAlign assay outlier multiscale validationBlacklist-filtered deduplicated TagAlign strand shift6 more tools
Total tokens
14.9M
Output
48.8K
Codex GPT-5.6 Sol

Replicate 3

CorrectUDT-only
Answer4
Workflow
TagAlign assay diagnosticTagAlign assay chemistry signatureFinal tagAlign assay outlier selection
Total tokens
4.8M
Output
17.4K

Codex + DeepSeek-v4-pro-0813

3 replicates
Codex + DeepSeek-v4-pro-0813

Replicate 1

IncorrectStandard tools only
Answer8
Workflow
Converter Archive To DirectoryBedtools GenomecoveragebedBedtools MergebedBedtools IntersectbedFilter Tabular1 more tools
Total tokens
9.6M
Output
53.2K
Codex + DeepSeek-v4-pro-0813

Replicate 2

IncorrectUDT + standard tools
Answer9
Workflow
Converter Archive To DirectoryConverter Gz To UncompressedBedtools GenomecoveragebedGroup and aggregateFilter rows10 more tools
Total tokens
16.6M
Output
91.9K
Codex + DeepSeek-v4-pro-0813

Replicate 3

CorrectStandard tools only
Answer4
Workflow
Converter Archive To DirectoryConverter Gz To UncompressedBedtools GroupbybedBedtools GenomecoveragebedConverter Bedgraph To Bigwig1 more tools
Total tokens
40.2M
Output
82.3K

Codex GPT-5.6 Luna

3 replicates
Codex GPT-5.6 Luna

Replicate 1

IncorrectUDT-only
Answer9
Workflow
Converter Archive To DirectoryTagAlign Assay DiagnosticTagAlign Assay Validation
Total tokens
997.9K
Output
13.6K
Codex GPT-5.6 Luna

Replicate 2

IncorrectUDT + standard tools
Answer9
Workflow
Converter Archive To DirectorySummary Statistics1Bedops Sort BedFilter TabularTagAlign assay diagnostics
Total tokens
9.1M
Output
28.4K
Codex GPT-5.6 Luna

Replicate 3

IncorrectUDT-only
Answer9
Workflow
Converter Archive To DirectoryTagAlign assay diagnosticsTagAlign concentration validation
Total tokens
1.3M
Output
18.9K

Anycode

13/13 terminal item results

Codex GPT-5.5

3 replicates
Codex GPT-5.5

Replicate 1

Incorrect
Answer9
Workflow
Local codePythonBedtools
Codex GPT-5.5

Replicate 2

Incorrect
Answer9
Workflow
Local codePythonBedtools
Codex GPT-5.5

Replicate 3

Incorrect
Answer9
Workflow
Local codePython

Codex GPT-5.6 Sol

3 replicates
Codex GPT-5.6 Sol

Replicate 1

Correct
Answer4
Workflow
Local codePythonSciPy
Codex GPT-5.6 Sol

Replicate 2

Correct
Answer4
Workflow
Local codePython
Codex GPT-5.6 Sol

Replicate 3

Correct
Answer4
Workflow
Local codePythonSciPy

Codex + DeepSeek-v4-pro-0813

3 replicates
Codex + DeepSeek-v4-pro-0813

Replicate 1

Incorrect
Answer1
Workflow
Local codeBedtoolsSamtoolsPythonSciPy1 more tools
Total tokens
27.9M
Output
109.7K
Codex + DeepSeek-v4-pro-0813

Replicate 2

Incorrect
Answer8
Workflow
Local codeSamtoolsBedtoolsPythonSciPy1 more tools
Total tokens
9.1M
Output
55.8K
Codex + DeepSeek-v4-pro-0813

Replicate 3

Correct
Answer4
Workflow
Local codeBedtoolsSamtoolsRPython1 more tools
Total tokens
11.0M
Output
69.8K

Codex GPT-5.6 Luna

3 replicates
Codex GPT-5.6 Luna

Replicate 1

Incorrect
Answer9
Workflow
Local codeSamtoolsBedtools
Codex GPT-5.6 Luna

Replicate 2

Incorrect
Answer9
Workflow
Local codeSamtoolsBedtoolsPython
Codex GPT-5.6 Luna

Replicate 3

Incorrect
Answer8
Workflow
Local codeBedtoolsSamtoolsRPython2 more tools

Codex GPT-6 Astra

1 replicate
Codex GPT-6 Astra

Replicate 1

Correct
Answer4
Workflow
Local codePythonSciPy
Total tokens
396.9K
Output
4.7K