candidate_id stringlengths 64 64 | harness stringclasses 1
value | k int64 1 1 | model_input_json stringlengths 11.7k 161k | model_input_sha256 stringlengths 64 64 | recommended_action stringclasses 1
value | required_skill_ids listlengths 1 1 | review_confidence float64 0.72 0.98 | review_json stringlengths 5.92k 12.7k | review_model stringclasses 1
value | review_run_id stringclasses 1
value | review_score_total int64 19 24 | review_verdict stringclasses 1
value | schema_version stringclasses 1
value | task_id stringlengths 38 89 | trajectory_model stringclasses 1
value | trajectory_step_count int64 7 32 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
36276d9ead85721051fe4859d651de75324412e38011dd4afc09be3dd11386c1 | opencode | 1 | {"rollout":{"elapsed_s":109.7,"error":null,"evaluator_results":[{"details":{"op_args":{"min_size":1,"path":"output/result.json"},"op_func":"file_exists","type":"objective_usability","value":null},"evaluator_id":"exists","message":"","passed":true,"score":1.0,"weight":1},{"details":{"op_args":{"path":"output/result.json... | a6a09166194c8c18b3e15660578afdcb7406076b015d4a708f4fed0d53b7e9c1 | keep | [
"secondsky_claude-skills_bun-docker"
] | 0.95 | {"artifact_and_verification":{"analysis":"The required output artifact was created and then verified by an explicit read-back. The artifact matches the reasoning and all evaluator checks.","artifact_created":true,"verification_evidence":"Step 5 writes /root/output/result.json successfully; step 7 reads it back and obse... | deepseek-v4-pro | opencode_dsv4pro_oldgood2859_judged_dsv4pro_20260825T105000Z | 22 | good | opencode_dsv4pro_public_candidate/v1 | sb-skillssh-cos-sb-top2000pure-1626-bun-docker | dsv4-pro | 9 |
debff0bb24e8ffe7ec10e8f223aa5af7f249cf3eecd3a0b8a722abdef765050a | opencode | 1 | {"rollout":{"elapsed_s":116.28,"error":null,"evaluator_results":[{"details":{"op_args":{"min_size":1,"path":"output/result.json"},"op_func":"file_exists","type":"objective_usability","value":null},"evaluator_id":"exists","message":"","passed":true,"score":1.0,"weight":1},{"details":{"op_args":{"path":"output/result.jso... | c93cceff0afe8472df8af4a697bfe2e4a5ed13911dbac024036d119cfe01d6ba | keep | [
"onewave-ai_claude-skills_performance-profiler"
] | 0.92 | {"artifact_and_verification":{"analysis":"The artifact was written correctly. Verification is adequate for this small task but not elaborate: the model checked the boundary cases in reasoning and relied on the write tool success and evaluator confirmation.","artifact_created":true,"verification_evidence":"Step 4 includ... | deepseek-v4-pro | opencode_dsv4pro_oldgood2859_judged_dsv4pro_20260825T105000Z | 21 | good | opencode_dsv4pro_public_candidate/v1 | sb-skillssh-cos-sb-top2000pure-1070-performance-profiler | dsv4-pro | 9 |
5ef3bf4ae0a3874881fbb6050da507dea90c17e4a7c2e5acecf149ac11f5a2b2 | opencode | 1 | {"rollout":{"elapsed_s":213.21,"error":null,"evaluator_results":[{"details":{"op_args":{"min_size":1,"path":"output/result.json"},"op_func":"file_exists","type":"objective_usability","value":null},"evaluator_id":"exists","message":"","passed":true,"score":1.0,"weight":1},{"details":{"op_args":{"path":"output/result.jso... | 23e27fc02a4d5c3ea36014cdcacbaff2f30c2d63084902b9c287ff0837377437 | keep | [
"davila7_claude-code-templates_pentest-commands"
] | 0.97 | {"artifact_and_verification":{"analysis":"The artifact is correct and directly supported by the pre-write count/mapping reasoning and by the full evaluator pass. There is no explicit post-write read, but the deterministic evaluation provides strong confirmation.","artifact_created":true,"verification_evidence":"Step 5 ... | deepseek-v4-pro | opencode_dsv4pro_oldgood2859_judged_dsv4pro_20260825T105000Z | 22 | good | opencode_dsv4pro_public_candidate/v1 | sb-skillssh-cos-sb-top2000pure-0367-pentest-commands | dsv4-pro | 10 |
b51008eb24282a205bf09547376b5a43e7486f99745dd5ca16fd30997988a525 | opencode | 1 | {"rollout":{"elapsed_s":192.91,"error":null,"evaluator_results":[{"details":{"op_args":{"min_size":1,"path":"output/result.json"},"op_func":"file_exists","type":"objective_usability","value":null},"evaluator_id":"exists","message":"","passed":true,"score":1.0,"weight":1},{"details":{"op_args":{"path":"output/result.jso... | bfa0bd490e01b1ee40cc964cd863091076d235641508e453245096d6ca0e752c | keep | [
"yoanbernabeu_grepai-skills_grepai-mcp-claude"
] | 0.95 | {"artifact_and_verification":{"analysis":"The artifact is created successfully and the evaluator confirms correctness. The lack of explicit self-verification is a minor weakness for a simple direct-write task and does not undermine supervision.","artifact_created":true,"verification_evidence":"No explicit post-write re... | deepseek-v4-pro | opencode_dsv4pro_oldgood2859_judged_dsv4pro_20260825T105000Z | 21 | good | opencode_dsv4pro_public_candidate/v1 | sb-skillssh-cos-sb-top2000pure-1773-grepai-mcp-claude | dsv4-pro | 9 |
29a113c474b2318e9b44483de3de84de59cfdbeb29eb1793dd87a99004d3c2e7 | opencode | 1 | {"rollout":{"elapsed_s":100.74,"error":null,"evaluator_results":[{"details":{"op_args":{"min_size":1,"path":"output/result.json"},"op_func":"file_exists","type":"objective_usability","value":null},"evaluator_id":"exists","message":"","passed":true,"score":1.0,"weight":1},{"details":{"op_args":{"path":"output/result.jso... | 2f8eec788a5eaf69795bad1c199ecf957cccdaffe9ad8eee8fe3aeb6a55ce8ed | keep | [
"volter-ai_runhuman-skills_runhuman-testing"
] | 0.83 | {"artifact_and_verification":{"analysis":"Output directory was created, the result file was written, and the file was read back for confirmation. Verification is sufficient for this small deterministic task.","artifact_created":true,"verification_evidence":"Step 8 reads /root/output/result.json, and step 9 shows the fi... | deepseek-v4-pro | opencode_dsv4pro_oldgood2859_judged_dsv4pro_20260825T105000Z | 21 | good | opencode_dsv4pro_public_candidate/v1 | sb-skillssh-cos-sb-top2000pure-1662-runhuman-testing | dsv4-pro | 11 |
a66e5541410a36e7ef8ec2d0618f8801527a61259dae853e3fe21d0217418bc1 | opencode | 1 | "{\"rollout\":{\"elapsed_s\":114.7,\"error\":null,\"evaluator_results\":[{\"details\":{\"op_args\":{(...TRUNCATED) | 2212e4eecc858476f203e9686b6c6f8bf9881d1cc1e767917adb9e60b381252e | keep | [
"jamditis_claude-skills-journalism_ai-writing-detox"
] | 0.94 | "{\"artifact_and_verification\":{\"analysis\":\"The required artifact was created correctly. The tra(...TRUNCATED) | deepseek-v4-pro | opencode_dsv4pro_oldgood2859_judged_dsv4pro_20260825T105000Z | 21 | good | opencode_dsv4pro_public_candidate/v1 | sb-skillssh-cos-sb-top2000pure-1447-ai-writing-detox | dsv4-pro | 7 |
ba7b461952d93d583e74b4abbc6e03990b5c12d0c1e63adae8fed649bfb29735 | opencode | 1 | "{\"rollout\":{\"elapsed_s\":135.39,\"error\":null,\"evaluator_results\":[{\"details\":{\"op_args\":(...TRUNCATED) | 3c931b6c925de4ce799e4fd60045eb719d7f04caf19737878335cc7999f5104e | keep | [
"geoffjay_claude-plugins_git-advanced"
] | 0.95 | "{\"artifact_and_verification\":{\"analysis\":\"Artifact is correctly created and verified through b(...TRUNCATED) | deepseek-v4-pro | opencode_dsv4pro_oldgood2859_judged_dsv4pro_20260825T105000Z | 22 | good | opencode_dsv4pro_public_candidate/v1 | sb-skillssh-cos-sb-top2000pure-0627-git-advanced | dsv4-pro | 13 |
bed342a1704473f88c3adef9639e9c3939b7eb5c1ac8b7143fbe50e652cb2a87 | opencode | 1 | "{\"rollout\":{\"elapsed_s\":81.88,\"error\":null,\"evaluator_results\":[{\"details\":{\"op_args\":{(...TRUNCATED) | 5521661fa5e04dc546b32fb914efddf763f191bedcd7cb43a5ef15a9f48701b6 | keep | [
"glebis_claude-skills_youtube-transcript"
] | 0.94 | "{\"artifact_and_verification\":{\"analysis\":\"The solver created output/result.json with the corre(...TRUNCATED) | deepseek-v4-pro | opencode_dsv4pro_oldgood2859_judged_dsv4pro_20260825T105000Z | 22 | good | opencode_dsv4pro_public_candidate/v1 | sb-skillssh-cos-sb-top2000pure-1433-youtube-transcript | dsv4-pro | 9 |
842cb61507d65ffe138852222068704f06d33d2d5106569d32c9a192219e7556 | opencode | 1 | "{\"rollout\":{\"elapsed_s\":211.75,\"error\":null,\"evaluator_results\":[{\"details\":{\"op_args\":(...TRUNCATED) | b8fcc5aa6846a5044ff2d0b211a785c9eedcd7786ce42b0f0fdae0d5d57e41ed | keep | [
"dimillian_skills_swiftui-performance-audit"
] | 0.95 | "{\"artifact_and_verification\":{\"analysis\":\"Artifact creation is clear and correct. Verification(...TRUNCATED) | deepseek-v4-pro | opencode_dsv4pro_oldgood2859_judged_dsv4pro_20260825T105000Z | 21 | good | opencode_dsv4pro_public_candidate/v1 | sb-skillssh-cos-sb-top2000pure-0720-swiftui-performance-audit | dsv4-pro | 10 |
8c6e9a21ebf5904a0f01b03fb912bebabf19e6f7e3882fa78374d4bcd92b9f0f | opencode | 1 | "{\"rollout\":{\"elapsed_s\":116.64,\"error\":null,\"evaluator_results\":[{\"details\":{\"op_args\":(...TRUNCATED) | ba135533460be1338cf0c238f274a272798c1c6bfb4af0acf7746da82179117f | keep | [
"cin12211_orca-q_github-actions-expert"
] | 0.95 | "{\"artifact_and_verification\":{\"analysis\":\"Artifact creation and verification were both perform(...TRUNCATED) | deepseek-v4-pro | opencode_dsv4pro_oldgood2859_judged_dsv4pro_20260825T105000Z | 22 | good | opencode_dsv4pro_public_candidate/v1 | sb-skillssh-cos-sb-top2000pure-0803-github-actions-expert | dsv4-pro | 9 |
Deepseek-V4-Pro Opencode Skill-Use data 2487
This dataset was produced by the SKT data pipeline. It contains OpenCode skill-use data integrated with dpsk (DeepSeek V4 Pro), selected from the strict-good trajectory pool for training and research.
Private candidate dataset with three directly viewable Hugging Face splits:
| Split | Rows |
|---|---|
k1 |
1,215 |
k2 |
776 |
k3 |
496 |
Every row passed the frozen strict selection contract: status=reviewed,
response_valid=true, verdict=good, keep_for_training=true,
recommended_action=keep, and no safety redaction.
The Data Viewer exposes searchable scalar metadata such as task ID, K, skill
IDs, total score, confidence, and digests. Exact heterogeneous trajectory and
review objects are stored as valid JSON strings in model_input_json and
review_json; parse them with json.loads when loading the dataset:
import json
from datasets import load_dataset
ds = load_dataset("Artemis0430/deepseek-v4-pro-opencode-skill-use-data-2487", token=True)
trajectory = json.loads(ds["k1"][0]["model_input_json"])
review = json.loads(ds["k1"][0]["review_json"])
This repository is private and is not public-rights-cleared. Before changing visibility, complete PII, copyright, third-party skill/license, deduplication, and final diversity/quota review.
Citation
If you use this dataset, please consider citing:
@misc{tan2026sktskillusetrainingscale,
title={SKT: Skill-Use Training at Scale via Verified Synthetic Data Generation},
author={Zelin Tan and Yiqun Zhang and Hao Li and Zhiyao Cui and Hejia Geng and Shao Zhang and Hangfan Zhang and Yang Chen and Xiaosong Wang and Lilong Wang and Zhenfei Yin and Shuyue Hu and Chen Zhang and Lei Bai},
year={2026},
eprint={2608.02287},
archivePrefix={arXiv},
primaryClass={cs.AI},
url={https://arxiv.org/abs/2608.02287},
}
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