| { |
| "schema_version": 2, |
| "benchmark": "Terminal-Bench 2.1", |
| "dataset_source": "terminal-bench/terminal-bench-2-1", |
| "dataset_pin_manifest_sha256": "245aacd4d3275aae4ab3722ce90cb8b9d90cdd0889e6c8dba46c4e09cdb2d246", |
| "dataset_task_listing_sha256": "949932f06303fc67e39b5cf64c56a27f0ab8029380d4edab85ae7ad0826f9caf", |
| "preclassification_sha256": "ab7190e0e7913929c6ca52c91ac3fa748c37d7fc4b7d957f9b68a349bd32b28b", |
| "seed": 20260908, |
| "training_fraction_target": 0.6, |
| "selected_clusters": 14, |
| "method": { |
| "features": "Public task instructions, tools, operations and constraints only", |
| "classification": "Researcher-defined semantic preclasses before partition; not official benchmark categories", |
| "split": "Exact rounded 60% total; proportional class quotas with both partitions represented; maximize multi-task fine families represented on both sides within each class; seeded SHA256 combination order breaks ties", |
| "purpose": "Provide opportunities to retrieve related training experience; task-level holdout, not unseen-family evaluation", |
| "forbidden_inputs": [ |
| "historical scores", |
| "trajectories", |
| "solutions", |
| "verifier code" |
| ] |
| }, |
| "training_task_ids": [ |
| "adaptive-rejection-sampler", |
| "bn-fit-modify", |
| "break-filter-js-from-html", |
| "build-pmars", |
| "caffe-cifar-10", |
| "cancel-async-tasks", |
| "circuit-fibsqrt", |
| "cobol-modernization", |
| "configure-git-webserver", |
| "count-dataset-tokens", |
| "crack-7z-hash", |
| "custom-memory-heap-crash", |
| "distribution-search", |
| "dna-insert", |
| "extract-elf", |
| "feal-linear-cryptanalysis", |
| "financial-document-processor", |
| "fix-code-vulnerability", |
| "gcode-to-text", |
| "git-leak-recovery", |
| "hf-model-inference", |
| "install-windows-3.11", |
| "kv-store-grpc", |
| "largest-eigenval", |
| "llm-inference-batching-scheduler", |
| "log-summary-date-ranges", |
| "make-doom-for-mips", |
| "mcmc-sampling-stan", |
| "merge-diff-arc-agi-task", |
| "modernize-scientific-stack", |
| "mteb-retrieve", |
| "multi-source-data-merger", |
| "nginx-request-logging", |
| "openssl-selfsigned-cert", |
| "overfull-hbox", |
| "path-tracing-reverse", |
| "polyglot-c-py", |
| "protein-assembly", |
| "pytorch-model-recovery", |
| "qemu-startup", |
| "query-optimize", |
| "raman-fitting", |
| "regex-chess", |
| "regex-log", |
| "sam-cell-seg", |
| "sanitize-git-repo", |
| "schemelike-metacircular-eval", |
| "sqlite-db-truncate", |
| "sqlite-with-gcov", |
| "torch-tensor-parallelism", |
| "video-processing", |
| "vulnerable-secret", |
| "write-compressor" |
| ], |
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| "mteb-leaderboard", |
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| "headless-terminal", |
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| "pytorch-model-cli", |
| "mailman", |
| "prove-plus-comm", |
| "torch-pipeline-parallelism", |
| "filter-js-from-html", |
| "make-mips-interpreter", |
| "gpt2-codegolf", |
| "extract-moves-from-video", |
| "pypi-server", |
| "constraints-scheduling", |
| "db-wal-recovery", |
| "code-from-image", |
| "winning-avg-corewars", |
| "fix-ocaml-gc", |
| "dna-assembly", |
| "feal-differential-cryptanalysis", |
| "large-scale-text-editing", |
| "fix-git", |
| "git-multibranch", |
| "chess-best-move", |
| "sparql-university", |
| "portfolio-optimization", |
| "build-pov-ray", |
| "rstan-to-pystan", |
| "password-recovery", |
| "polyglot-rust-c", |
| "compile-compcert", |
| "model-extraction-relu-logits", |
| "build-cython-ext", |
| "reshard-c4-data", |
| "qemu-alpine-ssh", |
| "tune-mjcf" |
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| "clusters": [ |
| { |
| "cluster_id": "C01", |
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| "label": "Source builds, compatibility and code repair", |
| "definition": "Build or adapt existing source code against a specified compiler, library ABI or language/runtime version, preserving its required behavior.", |
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| "build-cython-ext", |
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| "build-pov-ray", |
| "cobol-modernization", |
| "compile-compcert", |
| "custom-memory-heap-crash", |
| "fix-ocaml-gc", |
| "modernize-scientific-stack", |
| "sqlite-with-gcov" |
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| "training_task_ids": [ |
| "build-pmars", |
| "cobol-modernization", |
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| "modernize-scientific-stack", |
| "sqlite-with-gcov" |
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| "build-cython-ext", |
| "build-pov-ray", |
| "compile-compcert", |
| "fix-ocaml-gc" |
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| { |
| "cluster_id": "C02", |
| "class_id": "C02", |
| "label": "Git history, recovery, merging and deployment", |
| "definition": "Inspect or change Git repositories, object/history state, branches and hooks while preserving required unrelated contents.", |
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| "configure-git-webserver", |
| "fix-git", |
| "git-leak-recovery", |
| "git-multibranch", |
| "merge-diff-arc-agi-task", |
| "sanitize-git-repo" |
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| "configure-git-webserver", |
| "git-leak-recovery", |
| "merge-diff-arc-agi-task", |
| "sanitize-git-repo" |
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| "test_task_ids": [ |
| "fix-git", |
| "git-multibranch" |
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| { |
| "cluster_id": "C03", |
| "class_id": "C03", |
| "label": "Persistent network services and protocol configuration", |
| "definition": "Create or configure a service endpoint and its protocol artifacts, then leave a verified usable service or credential configuration.", |
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| "kv-store-grpc", |
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| "openssl-selfsigned-cert", |
| "pypi-server" |
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| "training_task_ids": [ |
| "kv-store-grpc", |
| "nginx-request-logging", |
| "openssl-selfsigned-cert" |
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| "test_task_ids": [ |
| "mailman", |
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| { |
| "cluster_id": "C04", |
| "class_id": "C04", |
| "label": "Runtime control, emulation and executable interfaces", |
| "definition": "Implement or configure process control, virtual machines, instruction emulation or executable-format access through an exact interface.", |
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| "cancel-async-tasks", |
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| "headless-terminal", |
| "install-windows-3.11", |
| "make-doom-for-mips", |
| "make-mips-interpreter", |
| "qemu-alpine-ssh", |
| "qemu-startup" |
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| "training_task_ids": [ |
| "cancel-async-tasks", |
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| "install-windows-3.11", |
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| "headless-terminal", |
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| { |
| "cluster_id": "C05", |
| "class_id": "C05", |
| "label": "Web input validation and HTML security", |
| "definition": "Analyze, exploit or repair web input handling and HTML sanitization under behavioral security tests.", |
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| "task_ids": [ |
| "break-filter-js-from-html", |
| "filter-js-from-html", |
| "fix-code-vulnerability" |
| ], |
| "training_task_ids": [ |
| "break-filter-js-from-html", |
| "fix-code-vulnerability" |
| ], |
| "test_task_ids": [ |
| "filter-js-from-html" |
| ] |
| }, |
| { |
| "cluster_id": "C06", |
| "class_id": "C06", |
| "label": "Cryptanalysis and secret recovery", |
| "definition": "Recover a hidden key, password, plaintext or secret through cryptographic analysis, constrained candidate search or executable/storage inspection.", |
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| "training": 3, |
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| "training_fraction": 0.6, |
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| "task_ids": [ |
| "crack-7z-hash", |
| "feal-differential-cryptanalysis", |
| "feal-linear-cryptanalysis", |
| "password-recovery", |
| "vulnerable-secret" |
| ], |
| "training_task_ids": [ |
| "crack-7z-hash", |
| "feal-linear-cryptanalysis", |
| "vulnerable-secret" |
| ], |
| "test_task_ids": [ |
| "feal-differential-cryptanalysis", |
| "password-recovery" |
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| }, |
| { |
| "cluster_id": "C07", |
| "class_id": "C07", |
| "label": "Statistical modeling, numerical inference and optimization", |
| "definition": "Implement or infer a quantitative model, sample or fit its parameters, or optimize a numerical computation/plan while meeting explicit mathematical constraints.", |
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| "task_ids": [ |
| "adaptive-rejection-sampler", |
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| "llm-inference-batching-scheduler", |
| "mcmc-sampling-stan", |
| "model-extraction-relu-logits", |
| "portfolio-optimization", |
| "raman-fitting", |
| "rstan-to-pystan", |
| "tune-mjcf" |
| ], |
| "training_task_ids": [ |
| "adaptive-rejection-sampler", |
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| "mcmc-sampling-stan", |
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| "model-extraction-relu-logits", |
| "portfolio-optimization", |
| "rstan-to-pystan", |
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| { |
| "cluster_id": "C08", |
| "class_id": "C08", |
| "label": "Molecular sequence and construct design", |
| "definition": "Read biological sequences or structures and construct a sequence-level design that satisfies explicit biological and numerical constraints.", |
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| "task_ids": [ |
| "dna-assembly", |
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| "protein-assembly" |
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| "training_task_ids": [ |
| "dna-insert", |
| "protein-assembly" |
| ], |
| "test_task_ids": [ |
| "dna-assembly" |
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| }, |
| { |
| "cluster_id": "C09", |
| "class_id": "C09", |
| "label": "Structured data transformations, queries and text extraction", |
| "definition": "Read structured or semi-structured records and produce exact transformed, queried or aggregated outputs under schema, format and completeness constraints.", |
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| "constraints-scheduling", |
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| "multi-source-data-merger", |
| "query-optimize", |
| "regex-log", |
| "reshard-c4-data", |
| "sparql-university" |
| ], |
| "training_task_ids": [ |
| "count-dataset-tokens", |
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| "constraints-scheduling", |
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| "reshard-c4-data", |
| "sparql-university" |
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| }, |
| { |
| "cluster_id": "C10", |
| "class_id": "C10", |
| "label": "SQLite storage recovery", |
| "definition": "Recover logical rows from damaged SQLite database or WAL files and export complete structured records.", |
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| "training_fraction": 0.5, |
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| "db-wal-recovery", |
| "sqlite-db-truncate" |
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| "training_task_ids": [ |
| "sqlite-db-truncate" |
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| "test_task_ids": [ |
| "db-wal-recovery" |
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| { |
| "cluster_id": "C11", |
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| "label": "Neural model, embedding and inference workflows", |
| "definition": "Select, load, reconstruct, train, partition or expose a neural/embedding model with required parameter and inference/output contracts.", |
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| "caffe-cifar-10", |
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| "pytorch-model-cli", |
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| "sam-cell-seg", |
| "torch-pipeline-parallelism", |
| "torch-tensor-parallelism", |
| "train-fasttext" |
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| "training_task_ids": [ |
| "caffe-cifar-10", |
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| "torch-tensor-parallelism" |
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| "gpt2-codegolf", |
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| "pytorch-model-cli", |
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| "train-fasttext" |
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| { |
| "cluster_id": "C12", |
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| "label": "Constrained language and program synthesis", |
| "definition": "Construct a program, proof or rewrite/encoding artifact in a restricted language or execution model and validate exact semantics.", |
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| "circuit-fibsqrt", |
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| "polyglot-rust-c", |
| "prove-plus-comm", |
| "regex-chess", |
| "schemelike-metacircular-eval", |
| "winning-avg-corewars", |
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| "circuit-fibsqrt", |
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| "write-compressor" |
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| "polyglot-rust-c", |
| "prove-plus-comm", |
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| { |
| "cluster_id": "C13", |
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| "label": "Document and media interpretation or transformation", |
| "definition": "Extract or modify information represented in images, video, rendered paths or formatted documents, using format-aware evidence and validation.", |
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| "overfull-hbox", |
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| "training_task_ids": [ |
| "financial-document-processor", |
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| "chess-best-move", |
| "code-from-image", |
| "extract-moves-from-video" |
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| { |
| "cluster_id": "C14", |
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| "label": "Compact native program reconstruction", |
| "definition": "Reconstruct a compact independent native program from visual or executable reference evidence under static-build and source-size restrictions.", |
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| "path-tracing", |
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| "training_task_ids": [ |
| "path-tracing-reverse" |
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| "path-tracing" |
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| "env": {} |
| }, |
| "cluster_id": "C06", |
| "class_id": "C06", |
| "class_label": "Cryptanalysis and secret recovery", |
| "fine_family": "binary_secret_extraction", |
| "classification_reason": "Inspects and interacts with a supplied executable to recover its embedded secret; binary evidence is central rather than web input sanitization.", |
| "transfer_tags": [ |
| "executable", |
| "reverse-engineering", |
| "vulnerability", |
| "flag-extraction" |
| ], |
| "split": "training" |
| }, |
| { |
| "task_id": "winning-avg-corewars", |
| "task_version_id": "d6bca3f2-e4db-48e3-ba4c-f58f19f5f28f", |
| "task_revision": 4, |
| "source_path": "prepared/tasks/winning-avg-corewars", |
| "instruction_sha256": "f8198a1644547b116b4b67384f6bb6b3a78e85076f8cda20079a77f2f3499242", |
| "task_config_sha256": "a9b48765d03a66d966f6a162be203bc31e1d9d6e4abe616a2f4b42bac5dc246f", |
| "feature_text_sha256": "fb5237644423da3f086b6bd6d8afa47061ac8b1396025ffb8478ae197d930d75", |
| "official_agent_timeout_seconds": 3600.0, |
| "official_verifier_timeout_seconds": 3600.0, |
| "official_environment": { |
| "build_timeout_sec": 600.0, |
| "docker_image": "alexgshaw/winning-avg-corewars:20251031", |
| "cpus": 1, |
| "memory_mb": 2048, |
| "storage_mb": 10240, |
| "gpus": 0, |
| "allow_internet": true, |
| "mcp_servers": [], |
| "env": {} |
| }, |
| "cluster_id": "C12", |
| "class_id": "C12", |
| "class_label": "Constrained language and program synthesis", |
| "fine_family": "redcode_strategy_search", |
| "classification_reason": "Constructs and benchmarks a program in a restricted virtual instruction set against fixed opponents while preserving their source files.", |
| "transfer_tags": [ |
| "Redcode", |
| "pMARS", |
| "strategy-search", |
| "simulation", |
| "immutable-opponents" |
| ], |
| "split": "test" |
| }, |
| { |
| "task_id": "write-compressor", |
| "task_version_id": "029e85eb-7109-46ec-8605-6c59909d2182", |
| "task_revision": 3, |
| "source_path": "prepared/tasks/write-compressor", |
| "instruction_sha256": "c4fc3e73e44deeac95f1cd4a34a2d87e853b22ceec2b2824767f5f087b470bb2", |
| "task_config_sha256": "6066a509066433c97c417fea68c4e3e73996f698dcdcbabe07718835eea355a6", |
| "feature_text_sha256": "b07798ef5be7cea387a0ab812bcfdcdb8b91320de50ef73bc6021016e19e5b8a", |
| "official_agent_timeout_seconds": 900.0, |
| "official_verifier_timeout_seconds": 900.0, |
| "official_environment": { |
| "build_timeout_sec": 600.0, |
| "docker_image": "alexgshaw/write-compressor:20251031", |
| "cpus": 1, |
| "memory_mb": 2048, |
| "storage_mb": 10240, |
| "gpus": 0, |
| "allow_internet": true, |
| "mcp_servers": [], |
| "env": {} |
| }, |
| "cluster_id": "C12", |
| "class_id": "C12", |
| "class_label": "Constrained language and program synthesis", |
| "fine_family": "inverse_codec_synthesis", |
| "classification_reason": "Infers the supplied decoder's representation and constructs a compatible compressed stream that round-trips exactly under a size limit.", |
| "transfer_tags": [ |
| "decompressor", |
| "encoding", |
| "round-trip", |
| "size-bound", |
| "reverse-engineering" |
| ], |
| "split": "training" |
| } |
| ] |
| } |
|
|
