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mempool.qwen_logits_orchestrator_row.v1
{ "abstain_probability": 0, "verifier_probability": 0, "worker_distribution": { "ollama-cloud-deepseek-v4-pro": 0, "ollama-cloud-glm-5.2": 0, "ollama-cloud-kimi-k2.7-code": 0, "ollama-cloud-qwen3-coder-480b": 1 }, "workflow_distribution": { "direct": 1, "verify_then_fallback": 0 } }
bigcodebench-hard-BigCodeBench-454
Choose an orchestration action for this task. Return JSON with worker_distribution, workflow_kind, verifier_probability, and abstain_probability. task_id: bigcodebench-hard-BigCodeBench-454 task_family: bigcodebench_hard categories: filesystem libraries: glob, os, shutil available_workers: ollama-cloud-deepseek-v4-pro,...
mempool.qwen_logits_orchestrator_row.v1
{ "abstain_probability": 0, "verifier_probability": 0.685957, "worker_distribution": { "ollama-cloud-deepseek-v4-pro": 0.261113, "ollama-cloud-glm-5.2": 0.150706, "ollama-cloud-kimi-k2.7-code": 0.314043, "ollama-cloud-qwen3-coder-480b": 0.274138 }, "workflow_distribution": { "direct": 1, ...
bigcodebench-hard-BigCodeBench-673
Choose an orchestration action for this task. Return JSON with worker_distribution, workflow_kind, verifier_probability, and abstain_probability. task_id: bigcodebench-hard-BigCodeBench-673 task_family: bigcodebench_hard categories: filesystem, general libraries: os, random available_workers: ollama-cloud-deepseek-v4-p...
mempool.qwen_logits_orchestrator_row.v1
{ "abstain_probability": 0, "verifier_probability": 0.000021, "worker_distribution": { "ollama-cloud-deepseek-v4-pro": 0, "ollama-cloud-glm-5.2": 0, "ollama-cloud-kimi-k2.7-code": 0.000021, "ollama-cloud-qwen3-coder-480b": 0.999979 }, "workflow_distribution": { "direct": 1, "verify_the...
bigcodebench-hard-BigCodeBench-502
Choose an orchestration action for this task. Return JSON with worker_distribution, workflow_kind, verifier_probability, and abstain_probability. task_id: bigcodebench-hard-BigCodeBench-502 task_family: bigcodebench_hard categories: datasci, plotting libraries: datetime, pandas, random, seaborn available_workers: ollam...
mempool.qwen_logits_orchestrator_row.v1
{ "abstain_probability": 0, "verifier_probability": 0.646399, "worker_distribution": { "ollama-cloud-deepseek-v4-pro": 0.250533, "ollama-cloud-glm-5.2": 0.153935, "ollama-cloud-kimi-k2.7-code": 0.241931, "ollama-cloud-qwen3-coder-480b": 0.353601 }, "workflow_distribution": { "direct": 1, ...
bigcodebench-hard-BigCodeBench-302
Choose an orchestration action for this task. Return JSON with worker_distribution, workflow_kind, verifier_probability, and abstain_probability. task_id: bigcodebench-hard-BigCodeBench-302 task_family: bigcodebench_hard categories: datasci, plotting, subprocess libraries: matplotlib, pandas, seaborn available_workers:...
mempool.qwen_logits_orchestrator_row.v1
{ "abstain_probability": 0, "verifier_probability": 0.000025, "worker_distribution": { "ollama-cloud-deepseek-v4-pro": 0, "ollama-cloud-glm-5.2": 0.000025, "ollama-cloud-kimi-k2.7-code": 0.999975, "ollama-cloud-qwen3-coder-480b": 0 }, "workflow_distribution": { "direct": 1, "verify_the...
bigcodebench-hard-BigCodeBench-592
Choose an orchestration action for this task. Return JSON with worker_distribution, workflow_kind, verifier_probability, and abstain_probability. task_id: bigcodebench-hard-BigCodeBench-592 task_family: bigcodebench_hard categories: filesystem libraries: csv, datetime, os, random available_workers: ollama-cloud-deepsee...
mempool.qwen_logits_orchestrator_row.v1
{ "abstain_probability": 0, "verifier_probability": 0.0001, "worker_distribution": { "ollama-cloud-deepseek-v4-pro": 0.000018, "ollama-cloud-glm-5.2": 0.000041, "ollama-cloud-kimi-k2.7-code": 0.000041, "ollama-cloud-qwen3-coder-480b": 0.9999 }, "workflow_distribution": { "direct": 1, "...
bigcodebench-hard-BigCodeBench-1124
Choose an orchestration action for this task. Return JSON with worker_distribution, workflow_kind, verifier_probability, and abstain_probability. task_id: bigcodebench-hard-BigCodeBench-1124 task_family: bigcodebench_hard categories: general libraries: bs4, re, requests, urllib available_workers: ollama-cloud-deepseek-...
mempool.qwen_logits_orchestrator_row.v1
{ "abstain_probability": 0, "verifier_probability": 0.644496, "worker_distribution": { "ollama-cloud-deepseek-v4-pro": 0.221202, "ollama-cloud-glm-5.2": 0.175257, "ollama-cloud-kimi-k2.7-code": 0.248037, "ollama-cloud-qwen3-coder-480b": 0.355504 }, "workflow_distribution": { "direct": 1, ...
bigcodebench-hard-BigCodeBench-1085
Choose an orchestration action for this task. Return JSON with worker_distribution, workflow_kind, verifier_probability, and abstain_probability. task_id: bigcodebench-hard-BigCodeBench-1085 task_family: bigcodebench_hard categories: plotting libraries: collections, matplotlib, re available_workers: ollama-cloud-deepse...
mempool.qwen_logits_orchestrator_row.v1
{ "abstain_probability": 0, "verifier_probability": 0.602865, "worker_distribution": { "ollama-cloud-deepseek-v4-pro": 0.209051, "ollama-cloud-glm-5.2": 0.224209, "ollama-cloud-kimi-k2.7-code": 0.169606, "ollama-cloud-qwen3-coder-480b": 0.397135 }, "workflow_distribution": { "direct": 1, ...
bigcodebench-hard-BigCodeBench-532
Choose an orchestration action for this task. Return JSON with worker_distribution, workflow_kind, verifier_probability, and abstain_probability. task_id: bigcodebench-hard-BigCodeBench-532 task_family: bigcodebench_hard categories: datasci, plotting libraries: collections, matplotlib, numpy, scipy available_workers: o...
mempool.qwen_logits_orchestrator_row.v1
{ "abstain_probability": 0, "verifier_probability": 0.000035, "worker_distribution": { "ollama-cloud-deepseek-v4-pro": 0.000018, "ollama-cloud-glm-5.2": 0, "ollama-cloud-kimi-k2.7-code": 0.000017, "ollama-cloud-qwen3-coder-480b": 0.999965 }, "workflow_distribution": { "direct": 1, "ver...
bigcodebench-hard-BigCodeBench-618
Choose an orchestration action for this task. Return JSON with worker_distribution, workflow_kind, verifier_probability, and abstain_probability. task_id: bigcodebench-hard-BigCodeBench-618 task_family: bigcodebench_hard categories: datasci, plotting libraries: matplotlib, pandas, random, seaborn available_workers: oll...
mempool.qwen_logits_orchestrator_row.v1
{ "abstain_probability": 0, "verifier_probability": 0.700076, "worker_distribution": { "ollama-cloud-deepseek-v4-pro": 0.299924, "ollama-cloud-glm-5.2": 0.196054, "ollama-cloud-kimi-k2.7-code": 0.244866, "ollama-cloud-qwen3-coder-480b": 0.259156 }, "workflow_distribution": { "direct": 1, ...
bigcodebench-hard-BigCodeBench-367
Choose an orchestration action for this task. Return JSON with worker_distribution, workflow_kind, verifier_probability, and abstain_probability. task_id: bigcodebench-hard-BigCodeBench-367 task_family: bigcodebench_hard categories: plotting libraries: collections, datetime, matplotlib available_workers: ollama-cloud-d...
mempool.qwen_logits_orchestrator_row.v1
{ "abstain_probability": 0, "verifier_probability": 0.612382, "worker_distribution": { "ollama-cloud-deepseek-v4-pro": 0.329573, "ollama-cloud-glm-5.2": 0.2828, "ollama-cloud-kimi-k2.7-code": 0.000009, "ollama-cloud-qwen3-coder-480b": 0.387618 }, "workflow_distribution": { "direct": 1, ...
bigcodebench-hard-BigCodeBench-477
Choose an orchestration action for this task. Return JSON with worker_distribution, workflow_kind, verifier_probability, and abstain_probability. task_id: bigcodebench-hard-BigCodeBench-477 task_family: bigcodebench_hard categories: datasci, plotting libraries: matplotlib, numpy, pandas available_workers: ollama-cloud-...
mempool.qwen_logits_orchestrator_row.v1
{ "abstain_probability": 0, "verifier_probability": 0, "worker_distribution": { "ollama-cloud-deepseek-v4-pro": 1, "ollama-cloud-glm-5.2": 0, "ollama-cloud-kimi-k2.7-code": 0, "ollama-cloud-qwen3-coder-480b": 0 }, "workflow_distribution": { "direct": 1, "verify_then_fallback": 0 } }
bigcodebench-hard-BigCodeBench-368
Choose an orchestration action for this task. Return JSON with worker_distribution, workflow_kind, verifier_probability, and abstain_probability. task_id: bigcodebench-hard-BigCodeBench-368 task_family: bigcodebench_hard categories: filesystem libraries: os, random, shutil available_workers: ollama-cloud-deepseek-v4-pr...
mempool.qwen_logits_orchestrator_row.v1
{ "abstain_probability": 0, "verifier_probability": 0.669854, "worker_distribution": { "ollama-cloud-deepseek-v4-pro": 0.253964, "ollama-cloud-glm-5.2": 0.153226, "ollama-cloud-kimi-k2.7-code": 0.330146, "ollama-cloud-qwen3-coder-480b": 0.262664 }, "workflow_distribution": { "direct": 1, ...
bigcodebench-hard-BigCodeBench-675
Choose an orchestration action for this task. Return JSON with worker_distribution, workflow_kind, verifier_probability, and abstain_probability. task_id: bigcodebench-hard-BigCodeBench-675 task_family: bigcodebench_hard categories: filesystem, general, text libraries: os, random available_workers: ollama-cloud-deepsee...
mempool.qwen_logits_orchestrator_row.v1
{ "abstain_probability": 0, "verifier_probability": 0.000089, "worker_distribution": { "ollama-cloud-deepseek-v4-pro": 0.999911, "ollama-cloud-glm-5.2": 0, "ollama-cloud-kimi-k2.7-code": 0.000039, "ollama-cloud-qwen3-coder-480b": 0.00005 }, "workflow_distribution": { "direct": 1, "veri...
bigcodebench-hard-BigCodeBench-637
Choose an orchestration action for this task. Return JSON with worker_distribution, workflow_kind, verifier_probability, and abstain_probability. task_id: bigcodebench-hard-BigCodeBench-637 task_family: bigcodebench_hard categories: datasci, plotting libraries: matplotlib, numpy, pandas, random available_workers: ollam...
mempool.qwen_logits_orchestrator_row.v1
{ "abstain_probability": 1, "verifier_probability": 1, "worker_distribution": { "ollama-cloud-deepseek-v4-pro": 0.238114, "ollama-cloud-glm-5.2": 0.243391, "ollama-cloud-kimi-k2.7-code": 0.155174, "ollama-cloud-qwen3-coder-480b": 0.363321 }, "workflow_distribution": { "direct": 0, "ver...
bigcodebench-hard-BigCodeBench-565
Choose an orchestration action for this task. Return JSON with worker_distribution, workflow_kind, verifier_probability, and abstain_probability. task_id: bigcodebench-hard-BigCodeBench-565 task_family: bigcodebench_hard categories: filesystem, general libraries: binascii, ctypes, hashlib available_workers: ollama-clou...
mempool.qwen_logits_orchestrator_row.v1
{ "abstain_probability": 0, "verifier_probability": 0.577649, "worker_distribution": { "ollama-cloud-deepseek-v4-pro": 0.364438, "ollama-cloud-glm-5.2": 0.21321, "ollama-cloud-kimi-k2.7-code": 0.422351, "ollama-cloud-qwen3-coder-480b": 0 }, "workflow_distribution": { "direct": 1, "veri...
bigcodebench-hard-BigCodeBench-1013
Choose an orchestration action for this task. Return JSON with worker_distribution, workflow_kind, verifier_probability, and abstain_probability. task_id: bigcodebench-hard-BigCodeBench-1013 task_family: bigcodebench_hard categories: filesystem, network libraries: bs4, csv, requests, urllib available_workers: ollama-cl...
mempool.qwen_logits_orchestrator_row.v1
{ "abstain_probability": 0, "verifier_probability": 0.529261, "worker_distribution": { "ollama-cloud-deepseek-v4-pro": 0.000015, "ollama-cloud-glm-5.2": 0.191679, "ollama-cloud-kimi-k2.7-code": 0.337567, "ollama-cloud-qwen3-coder-480b": 0.470739 }, "workflow_distribution": { "direct": 1, ...
bigcodebench-hard-BigCodeBench-308
Choose an orchestration action for this task. Return JSON with worker_distribution, workflow_kind, verifier_probability, and abstain_probability. task_id: bigcodebench-hard-BigCodeBench-308 task_family: bigcodebench_hard categories: datasci libraries: pandas, random, statistics available_workers: ollama-cloud-deepseek-...
mempool.qwen_logits_orchestrator_row.v1
{ "abstain_probability": 0, "verifier_probability": 0.503594, "worker_distribution": { "ollama-cloud-deepseek-v4-pro": 0.000018, "ollama-cloud-glm-5.2": 0.310664, "ollama-cloud-kimi-k2.7-code": 0.192912, "ollama-cloud-qwen3-coder-480b": 0.496406 }, "workflow_distribution": { "direct": 1, ...
bigcodebench-hard-BigCodeBench-445
Choose an orchestration action for this task. Return JSON with worker_distribution, workflow_kind, verifier_probability, and abstain_probability. task_id: bigcodebench-hard-BigCodeBench-445 task_family: bigcodebench_hard categories: datasci, plotting libraries: matplotlib, numpy, scipy available_workers: ollama-cloud-d...
mempool.qwen_logits_orchestrator_row.v1
{ "abstain_probability": 0, "verifier_probability": 0.479415, "worker_distribution": { "ollama-cloud-deepseek-v4-pro": 0.225115, "ollama-cloud-glm-5.2": 0, "ollama-cloud-kimi-k2.7-code": 0.2543, "ollama-cloud-qwen3-coder-480b": 0.520585 }, "workflow_distribution": { "direct": 1, "verif...
bigcodebench-hard-BigCodeBench-530
Choose an orchestration action for this task. Return JSON with worker_distribution, workflow_kind, verifier_probability, and abstain_probability. task_id: bigcodebench-hard-BigCodeBench-530 task_family: bigcodebench_hard categories: datasci, plotting libraries: collections, matplotlib, numpy, pandas, seaborn available_...
mempool.qwen_logits_orchestrator_row.v1
{ "abstain_probability": 0, "verifier_probability": 0.000071, "worker_distribution": { "ollama-cloud-deepseek-v4-pro": 0.999929, "ollama-cloud-glm-5.2": 0.000034, "ollama-cloud-kimi-k2.7-code": 0.000037, "ollama-cloud-qwen3-coder-480b": 0 }, "workflow_distribution": { "direct": 1, "ver...
bigcodebench-hard-BigCodeBench-129
Choose an orchestration action for this task. Return JSON with worker_distribution, workflow_kind, verifier_probability, and abstain_probability. task_id: bigcodebench-hard-BigCodeBench-129 task_family: bigcodebench_hard categories: datasci, network libraries: bs4, pandas, requests available_workers: ollama-cloud-deeps...
mempool.qwen_logits_orchestrator_row.v1
{ "abstain_probability": 0, "verifier_probability": 0.64892, "worker_distribution": { "ollama-cloud-deepseek-v4-pro": 0.35108, "ollama-cloud-glm-5.2": 0.330648, "ollama-cloud-kimi-k2.7-code": 0.00001, "ollama-cloud-qwen3-coder-480b": 0.318262 }, "workflow_distribution": { "direct": 1, ...
bigcodebench-hard-BigCodeBench-906
Choose an orchestration action for this task. Return JSON with worker_distribution, workflow_kind, verifier_probability, and abstain_probability. task_id: bigcodebench-hard-BigCodeBench-906 task_family: bigcodebench_hard categories: filesystem, subprocess libraries: os, re, shutil, zipfile available_workers: ollama-clo...
mempool.qwen_logits_orchestrator_row.v1
{ "abstain_probability": 0, "verifier_probability": 0.000051, "worker_distribution": { "ollama-cloud-deepseek-v4-pro": 0.000051, "ollama-cloud-glm-5.2": 0, "ollama-cloud-kimi-k2.7-code": 0.999949, "ollama-cloud-qwen3-coder-480b": 0 }, "workflow_distribution": { "direct": 1, "verify_the...
bigcodebench-hard-BigCodeBench-310
Choose an orchestration action for this task. Return JSON with worker_distribution, workflow_kind, verifier_probability, and abstain_probability. task_id: bigcodebench-hard-BigCodeBench-310 task_family: bigcodebench_hard categories: filesystem libraries: csv, os, random, statistics available_workers: ollama-cloud-deeps...
mempool.qwen_logits_orchestrator_row.v1
{ "abstain_probability": 0, "verifier_probability": 0.6643, "worker_distribution": { "ollama-cloud-deepseek-v4-pro": 0.266469, "ollama-cloud-glm-5.2": 0.244437, "ollama-cloud-kimi-k2.7-code": 0.153395, "ollama-cloud-qwen3-coder-480b": 0.3357 }, "workflow_distribution": { "direct": 1, "...
bigcodebench-hard-BigCodeBench-644
Choose an orchestration action for this task. Return JSON with worker_distribution, workflow_kind, verifier_probability, and abstain_probability. task_id: bigcodebench-hard-BigCodeBench-644 task_family: bigcodebench_hard categories: filesystem, general, text libraries: base64, hashlib available_workers: ollama-cloud-de...
mempool.qwen_logits_orchestrator_row.v1
{ "abstain_probability": 0, "verifier_probability": 0.000034, "worker_distribution": { "ollama-cloud-deepseek-v4-pro": 0, "ollama-cloud-glm-5.2": 0, "ollama-cloud-kimi-k2.7-code": 0.000034, "ollama-cloud-qwen3-coder-480b": 0.999966 }, "workflow_distribution": { "direct": 1, "verify_the...
bigcodebench-hard-BigCodeBench-777
Choose an orchestration action for this task. Return JSON with worker_distribution, workflow_kind, verifier_probability, and abstain_probability. task_id: bigcodebench-hard-BigCodeBench-777 task_family: bigcodebench_hard categories: filesystem libraries: os, re, zipfile available_workers: ollama-cloud-deepseek-v4-pro, ...
mempool.qwen_logits_orchestrator_row.v1
{ "abstain_probability": 1, "verifier_probability": 1, "worker_distribution": { "ollama-cloud-deepseek-v4-pro": 0.250499, "ollama-cloud-glm-5.2": 0.173163, "ollama-cloud-kimi-k2.7-code": 0.206392, "ollama-cloud-qwen3-coder-480b": 0.369946 }, "workflow_distribution": { "direct": 0, "ver...
bigcodebench-hard-BigCodeBench-125
Choose an orchestration action for this task. Return JSON with worker_distribution, workflow_kind, verifier_probability, and abstain_probability. task_id: bigcodebench-hard-BigCodeBench-125 task_family: bigcodebench_hard categories: algorithmic, filesystem, general libraries: collections, itertools, json, random availa...
mempool.qwen_logits_orchestrator_row.v1
{ "abstain_probability": 0, "verifier_probability": 0.391107, "worker_distribution": { "ollama-cloud-deepseek-v4-pro": 0, "ollama-cloud-glm-5.2": 0.391107, "ollama-cloud-kimi-k2.7-code": 0, "ollama-cloud-qwen3-coder-480b": 0.608893 }, "workflow_distribution": { "direct": 1, "verify_the...
bigcodebench-hard-BigCodeBench-281
Choose an orchestration action for this task. Return JSON with worker_distribution, workflow_kind, verifier_probability, and abstain_probability. task_id: bigcodebench-hard-BigCodeBench-281 task_family: bigcodebench_hard categories: algorithmic, filesystem, text libraries: collections, os, re available_workers: ollama-...
mempool.qwen_logits_orchestrator_row.v1
{ "abstain_probability": 0, "verifier_probability": 0.597407, "worker_distribution": { "ollama-cloud-deepseek-v4-pro": 0.199299, "ollama-cloud-glm-5.2": 0.163564, "ollama-cloud-kimi-k2.7-code": 0.234544, "ollama-cloud-qwen3-coder-480b": 0.402593 }, "workflow_distribution": { "direct": 1, ...
bigcodebench-hard-BigCodeBench-870
Choose an orchestration action for this task. Return JSON with worker_distribution, workflow_kind, verifier_probability, and abstain_probability. task_id: bigcodebench-hard-BigCodeBench-870 task_family: bigcodebench_hard categories: datasci libraries: itertools, numpy, pandas available_workers: ollama-cloud-deepseek-v4...
mempool.qwen_logits_orchestrator_row.v1
{ "abstain_probability": 0, "verifier_probability": 0.672374, "worker_distribution": { "ollama-cloud-deepseek-v4-pro": 0.258499, "ollama-cloud-glm-5.2": 0.255324, "ollama-cloud-kimi-k2.7-code": 0.327626, "ollama-cloud-qwen3-coder-480b": 0.158551 }, "workflow_distribution": { "direct": 1, ...
bigcodebench-hard-BigCodeBench-184
Choose an orchestration action for this task. Return JSON with worker_distribution, workflow_kind, verifier_probability, and abstain_probability. task_id: bigcodebench-hard-BigCodeBench-184 task_family: bigcodebench_hard categories: datasci, subprocess libraries: pandas, re, sklearn available_workers: ollama-cloud-deep...
mempool.qwen_logits_orchestrator_row.v1
{ "abstain_probability": 0, "verifier_probability": 0.000045, "worker_distribution": { "ollama-cloud-deepseek-v4-pro": 0.999955, "ollama-cloud-glm-5.2": 0, "ollama-cloud-kimi-k2.7-code": 0.000045, "ollama-cloud-qwen3-coder-480b": 0 }, "workflow_distribution": { "direct": 1, "verify_the...
bigcodebench-hard-BigCodeBench-763
Choose an orchestration action for this task. Return JSON with worker_distribution, workflow_kind, verifier_probability, and abstain_probability. task_id: bigcodebench-hard-BigCodeBench-763 task_family: bigcodebench_hard categories: datasci, filesystem libraries: collections, csv, json, numpy available_workers: ollama-...
mempool.qwen_logits_orchestrator_row.v1
{ "abstain_probability": 0, "verifier_probability": 0.617565, "worker_distribution": { "ollama-cloud-deepseek-v4-pro": 0.172804, "ollama-cloud-glm-5.2": 0.156801, "ollama-cloud-kimi-k2.7-code": 0.287959, "ollama-cloud-qwen3-coder-480b": 0.382435 }, "workflow_distribution": { "direct": 1, ...
bigcodebench-hard-BigCodeBench-990
Choose an orchestration action for this task. Return JSON with worker_distribution, workflow_kind, verifier_probability, and abstain_probability. task_id: bigcodebench-hard-BigCodeBench-990 task_family: bigcodebench_hard categories: general libraries: base64, binascii, codecs, urllib available_workers: ollama-cloud-dee...
mempool.qwen_logits_orchestrator_row.v1
{ "abstain_probability": 0, "verifier_probability": 0, "worker_distribution": { "ollama-cloud-deepseek-v4-pro": 0, "ollama-cloud-glm-5.2": 0, "ollama-cloud-kimi-k2.7-code": 0, "ollama-cloud-qwen3-coder-480b": 1 }, "workflow_distribution": { "direct": 1, "verify_then_fallback": 0 } }
bigcodebench-hard-BigCodeBench-574
Choose an orchestration action for this task. Return JSON with worker_distribution, workflow_kind, verifier_probability, and abstain_probability. task_id: bigcodebench-hard-BigCodeBench-574 task_family: bigcodebench_hard categories: datasci, plotting libraries: matplotlib, numpy, scipy available_workers: ollama-cloud-d...
mempool.qwen_logits_orchestrator_row.v1
{ "abstain_probability": 0, "verifier_probability": 0.574484, "worker_distribution": { "ollama-cloud-deepseek-v4-pro": 0.385531, "ollama-cloud-glm-5.2": 0.188954, "ollama-cloud-kimi-k2.7-code": 0.425516, "ollama-cloud-qwen3-coder-480b": 0 }, "workflow_distribution": { "direct": 1, "ver...
bigcodebench-hard-BigCodeBench-1004
Choose an orchestration action for this task. Return JSON with worker_distribution, workflow_kind, verifier_probability, and abstain_probability. task_id: bigcodebench-hard-BigCodeBench-1004 task_family: bigcodebench_hard categories: filesystem, plotting, subprocess libraries: collections, matplotlib, re, urllib availa...
mempool.qwen_logits_orchestrator_row.v1
{ "abstain_probability": 1, "verifier_probability": 1, "worker_distribution": { "ollama-cloud-deepseek-v4-pro": 0.22753, "ollama-cloud-glm-5.2": 0.285369, "ollama-cloud-kimi-k2.7-code": 0.184776, "ollama-cloud-qwen3-coder-480b": 0.302325 }, "workflow_distribution": { "direct": 0, "veri...
bigcodebench-hard-BigCodeBench-327
Choose an orchestration action for this task. Return JSON with worker_distribution, workflow_kind, verifier_probability, and abstain_probability. task_id: bigcodebench-hard-BigCodeBench-327 task_family: bigcodebench_hard categories: algorithmic, filesystem, text libraries: collections, csv, re available_workers: ollama...
mempool.qwen_logits_orchestrator_row.v1
{ "abstain_probability": 1, "verifier_probability": 1, "worker_distribution": { "ollama-cloud-deepseek-v4-pro": 0.279165, "ollama-cloud-glm-5.2": 0.149917, "ollama-cloud-kimi-k2.7-code": 0.252437, "ollama-cloud-qwen3-coder-480b": 0.318481 }, "workflow_distribution": { "direct": 0, "ver...
bigcodebench-hard-BigCodeBench-365
Choose an orchestration action for this task. Return JSON with worker_distribution, workflow_kind, verifier_probability, and abstain_probability. task_id: bigcodebench-hard-BigCodeBench-365 task_family: bigcodebench_hard categories: algorithmic, filesystem, general libraries: collections, json, random available_workers...
mempool.qwen_logits_orchestrator_row.v1
{ "abstain_probability": 0, "verifier_probability": 0.000056, "worker_distribution": { "ollama-cloud-deepseek-v4-pro": 0.999944, "ollama-cloud-glm-5.2": 0, "ollama-cloud-kimi-k2.7-code": 0, "ollama-cloud-qwen3-coder-480b": 0.000056 }, "workflow_distribution": { "direct": 1, "verify_the...
bigcodebench-hard-BigCodeBench-1053
Choose an orchestration action for this task. Return JSON with worker_distribution, workflow_kind, verifier_probability, and abstain_probability. task_id: bigcodebench-hard-BigCodeBench-1053 task_family: bigcodebench_hard categories: datasci, filesystem, plotting, subprocess libraries: matplotlib, pandas, sklearn avail...
mempool.qwen_logits_orchestrator_row.v1
{ "abstain_probability": 0, "verifier_probability": 0.000052, "worker_distribution": { "ollama-cloud-deepseek-v4-pro": 0.000051, "ollama-cloud-glm-5.2": 0.999948, "ollama-cloud-kimi-k2.7-code": 0, "ollama-cloud-qwen3-coder-480b": 0 }, "workflow_distribution": { "direct": 1, "verify_the...
bigcodebench-hard-BigCodeBench-526
Choose an orchestration action for this task. Return JSON with worker_distribution, workflow_kind, verifier_probability, and abstain_probability. task_id: bigcodebench-hard-BigCodeBench-526 task_family: bigcodebench_hard categories: datasci, filesystem libraries: collections, json, numpy, pandas available_workers: olla...
mempool.qwen_logits_orchestrator_row.v1
{ "abstain_probability": 0, "verifier_probability": 0.587178, "worker_distribution": { "ollama-cloud-deepseek-v4-pro": 0.174178, "ollama-cloud-glm-5.2": 0.217126, "ollama-cloud-kimi-k2.7-code": 0.195875, "ollama-cloud-qwen3-coder-480b": 0.412822 }, "workflow_distribution": { "direct": 1, ...
bigcodebench-hard-BigCodeBench-19
Choose an orchestration action for this task. Return JSON with worker_distribution, workflow_kind, verifier_probability, and abstain_probability. task_id: bigcodebench-hard-BigCodeBench-19 task_family: bigcodebench_hard categories: filesystem libraries: glob, os, zipfile available_workers: ollama-cloud-deepseek-v4-pro,...
mempool.qwen_logits_orchestrator_row.v1
{ "abstain_probability": 0, "verifier_probability": 0.308569, "worker_distribution": { "ollama-cloud-deepseek-v4-pro": 0, "ollama-cloud-glm-5.2": 0.691431, "ollama-cloud-kimi-k2.7-code": 0.308569, "ollama-cloud-qwen3-coder-480b": 0 }, "workflow_distribution": { "direct": 1, "verify_the...
bigcodebench-hard-BigCodeBench-339
Choose an orchestration action for this task. Return JSON with worker_distribution, workflow_kind, verifier_probability, and abstain_probability. task_id: bigcodebench-hard-BigCodeBench-339 task_family: bigcodebench_hard categories: filesystem, general, network, text libraries: hashlib, hmac, json, urllib available_wor...
mempool.qwen_logits_orchestrator_row.v1
{ "abstain_probability": 0, "verifier_probability": 0.418568, "worker_distribution": { "ollama-cloud-deepseek-v4-pro": 0.000011, "ollama-cloud-glm-5.2": 0, "ollama-cloud-kimi-k2.7-code": 0.418557, "ollama-cloud-qwen3-coder-480b": 0.581432 }, "workflow_distribution": { "direct": 1, "ver...
bigcodebench-hard-BigCodeBench-13
Choose an orchestration action for this task. Return JSON with worker_distribution, workflow_kind, verifier_probability, and abstain_probability. task_id: bigcodebench-hard-BigCodeBench-13 task_family: bigcodebench_hard categories: filesystem, network, subprocess libraries: ftplib, os, subprocess available_workers: oll...
mempool.qwen_logits_orchestrator_row.v1
{ "abstain_probability": 0, "verifier_probability": 0.654982, "worker_distribution": { "ollama-cloud-deepseek-v4-pro": 0.338809, "ollama-cloud-glm-5.2": 0.00001, "ollama-cloud-kimi-k2.7-code": 0.345018, "ollama-cloud-qwen3-coder-480b": 0.316163 }, "workflow_distribution": { "direct": 1, ...
bigcodebench-hard-BigCodeBench-92
Choose an orchestration action for this task. Return JSON with worker_distribution, workflow_kind, verifier_probability, and abstain_probability. task_id: bigcodebench-hard-BigCodeBench-92 task_family: bigcodebench_hard categories: datasci, plotting libraries: matplotlib, pandas, sklearn available_workers: ollama-cloud...
mempool.qwen_logits_orchestrator_row.v1
{ "abstain_probability": 0, "verifier_probability": 0.611159, "worker_distribution": { "ollama-cloud-deepseek-v4-pro": 0.000012, "ollama-cloud-glm-5.2": 0.229571, "ollama-cloud-kimi-k2.7-code": 0.388841, "ollama-cloud-qwen3-coder-480b": 0.381576 }, "workflow_distribution": { "direct": 1, ...
bigcodebench-hard-BigCodeBench-671
Choose an orchestration action for this task. Return JSON with worker_distribution, workflow_kind, verifier_probability, and abstain_probability. task_id: bigcodebench-hard-BigCodeBench-671 task_family: bigcodebench_hard categories: filesystem, general libraries: json, os, random available_workers: ollama-cloud-deepsee...
mempool.qwen_logits_orchestrator_row.v1
{ "abstain_probability": 0, "verifier_probability": 0.649244, "worker_distribution": { "ollama-cloud-deepseek-v4-pro": 0.00002, "ollama-cloud-glm-5.2": 0.324891, "ollama-cloud-kimi-k2.7-code": 0.350756, "ollama-cloud-qwen3-coder-480b": 0.324333 }, "workflow_distribution": { "direct": 1, ...
bigcodebench-hard-BigCodeBench-539
Choose an orchestration action for this task. Return JSON with worker_distribution, workflow_kind, verifier_probability, and abstain_probability. task_id: bigcodebench-hard-BigCodeBench-539 task_family: bigcodebench_hard categories: filesystem, general libraries: os, random, sqlite3 available_workers: ollama-cloud-deep...
mempool.qwen_logits_orchestrator_row.v1
{ "abstain_probability": 1, "verifier_probability": 1, "worker_distribution": { "ollama-cloud-deepseek-v4-pro": 0.283117, "ollama-cloud-glm-5.2": 0.206599, "ollama-cloud-kimi-k2.7-code": 0.155561, "ollama-cloud-qwen3-coder-480b": 0.354724 }, "workflow_distribution": { "direct": 0, "ver...
bigcodebench-hard-BigCodeBench-397
Choose an orchestration action for this task. Return JSON with worker_distribution, workflow_kind, verifier_probability, and abstain_probability. task_id: bigcodebench-hard-BigCodeBench-397 task_family: bigcodebench_hard categories: filesystem, network, text libraries: json, re, urllib available_workers: ollama-cloud-d...
mempool.qwen_logits_orchestrator_row.v1
{ "abstain_probability": 0, "verifier_probability": 0.422855, "worker_distribution": { "ollama-cloud-deepseek-v4-pro": 0.000035, "ollama-cloud-glm-5.2": 0.000023, "ollama-cloud-kimi-k2.7-code": 0.422798, "ollama-cloud-qwen3-coder-480b": 0.577145 }, "workflow_distribution": { "direct": 1, ...
bigcodebench-hard-BigCodeBench-37
Choose an orchestration action for this task. Return JSON with worker_distribution, workflow_kind, verifier_probability, and abstain_probability. task_id: bigcodebench-hard-BigCodeBench-37 task_family: bigcodebench_hard categories: datasci, plotting libraries: matplotlib, seaborn, sklearn available_workers: ollama-clou...
mempool.qwen_logits_orchestrator_row.v1
{ "abstain_probability": 0, "verifier_probability": 0.674248, "worker_distribution": { "ollama-cloud-deepseek-v4-pro": 0.325752, "ollama-cloud-glm-5.2": 0.295402, "ollama-cloud-kimi-k2.7-code": 0.215503, "ollama-cloud-qwen3-coder-480b": 0.163344 }, "workflow_distribution": { "direct": 1, ...
bigcodebench-hard-BigCodeBench-752
Choose an orchestration action for this task. Return JSON with worker_distribution, workflow_kind, verifier_probability, and abstain_probability. task_id: bigcodebench-hard-BigCodeBench-752 task_family: bigcodebench_hard categories: datasci libraries: numpy, pandas, sklearn available_workers: ollama-cloud-deepseek-v4-p...
mempool.qwen_logits_orchestrator_row.v1
{ "abstain_probability": 0, "verifier_probability": 0.64199, "worker_distribution": { "ollama-cloud-deepseek-v4-pro": 0.268149, "ollama-cloud-glm-5.2": 0.153595, "ollama-cloud-kimi-k2.7-code": 0.220245, "ollama-cloud-qwen3-coder-480b": 0.35801 }, "workflow_distribution": { "direct": 1, ...
bigcodebench-hard-BigCodeBench-854
Choose an orchestration action for this task. Return JSON with worker_distribution, workflow_kind, verifier_probability, and abstain_probability. task_id: bigcodebench-hard-BigCodeBench-854 task_family: bigcodebench_hard categories: general libraries: functools, itertools, math available_workers: ollama-cloud-deepseek-...
mempool.qwen_logits_orchestrator_row.v1
{ "abstain_probability": 0, "verifier_probability": 0.640863, "worker_distribution": { "ollama-cloud-deepseek-v4-pro": 0.214675, "ollama-cloud-glm-5.2": 0.230974, "ollama-cloud-kimi-k2.7-code": 0.195215, "ollama-cloud-qwen3-coder-480b": 0.359137 }, "workflow_distribution": { "direct": 1, ...
bigcodebench-hard-BigCodeBench-999
Choose an orchestration action for this task. Return JSON with worker_distribution, workflow_kind, verifier_probability, and abstain_probability. task_id: bigcodebench-hard-BigCodeBench-999 task_family: bigcodebench_hard categories: filesystem, subprocess libraries: collections, csv, os, urllib available_workers: ollam...
mempool.qwen_logits_orchestrator_row.v1
{ "abstain_probability": 0, "verifier_probability": 0.682234, "worker_distribution": { "ollama-cloud-deepseek-v4-pro": 0.265304, "ollama-cloud-glm-5.2": 0.26542, "ollama-cloud-kimi-k2.7-code": 0.15151, "ollama-cloud-qwen3-coder-480b": 0.317766 }, "workflow_distribution": { "direct": 1, ...
bigcodebench-hard-BigCodeBench-969
Choose an orchestration action for this task. Return JSON with worker_distribution, workflow_kind, verifier_probability, and abstain_probability. task_id: bigcodebench-hard-BigCodeBench-969 task_family: bigcodebench_hard categories: datasci, subprocess libraries: numpy, pandas, sklearn available_workers: ollama-cloud-d...
mempool.qwen_logits_orchestrator_row.v1
{ "abstain_probability": 1, "verifier_probability": 1, "worker_distribution": { "ollama-cloud-deepseek-v4-pro": 0.275984, "ollama-cloud-glm-5.2": 0.140449, "ollama-cloud-kimi-k2.7-code": 0.249541, "ollama-cloud-qwen3-coder-480b": 0.334027 }, "workflow_distribution": { "direct": 0, "ver...
bigcodebench-hard-BigCodeBench-100
Choose an orchestration action for this task. Return JSON with worker_distribution, workflow_kind, verifier_probability, and abstain_probability. task_id: bigcodebench-hard-BigCodeBench-100 task_family: bigcodebench_hard categories: datasci, plotting libraries: datetime, matplotlib, pandas, random available_workers: ol...
mempool.qwen_logits_orchestrator_row.v1
{ "abstain_probability": 0, "verifier_probability": 0.64086, "worker_distribution": { "ollama-cloud-deepseek-v4-pro": 0.324807, "ollama-cloud-glm-5.2": 0.000006, "ollama-cloud-kimi-k2.7-code": 0.316047, "ollama-cloud-qwen3-coder-480b": 0.35914 }, "workflow_distribution": { "direct": 1, ...
bigcodebench-hard-BigCodeBench-370
Choose an orchestration action for this task. Return JSON with worker_distribution, workflow_kind, verifier_probability, and abstain_probability. task_id: bigcodebench-hard-BigCodeBench-370 task_family: bigcodebench_hard categories: filesystem, subprocess, text libraries: glob, json, os, re available_workers: ollama-cl...
mempool.qwen_logits_orchestrator_row.v1
{ "abstain_probability": 0, "verifier_probability": 0.725287, "worker_distribution": { "ollama-cloud-deepseek-v4-pro": 0.272159, "ollama-cloud-glm-5.2": 0.274713, "ollama-cloud-kimi-k2.7-code": 0.261582, "ollama-cloud-qwen3-coder-480b": 0.191546 }, "workflow_distribution": { "direct": 1, ...
bigcodebench-hard-BigCodeBench-99
Choose an orchestration action for this task. Return JSON with worker_distribution, workflow_kind, verifier_probability, and abstain_probability. task_id: bigcodebench-hard-BigCodeBench-99 task_family: bigcodebench_hard categories: datasci, plotting libraries: matplotlib, pandas, seaborn, sklearn available_workers: oll...
mempool.qwen_logits_orchestrator_row.v1
{ "abstain_probability": 0, "verifier_probability": 0, "worker_distribution": { "ollama-cloud-deepseek-v4-pro": 0, "ollama-cloud-glm-5.2": 0, "ollama-cloud-kimi-k2.7-code": 0, "ollama-cloud-qwen3-coder-480b": 1 }, "workflow_distribution": { "direct": 1, "verify_then_fallback": 0 } }
bigcodebench-hard-BigCodeBench-283
Choose an orchestration action for this task. Return JSON with worker_distribution, workflow_kind, verifier_probability, and abstain_probability. task_id: bigcodebench-hard-BigCodeBench-283 task_family: bigcodebench_hard categories: algorithmic, filesystem libraries: collections, json, os available_workers: ollama-clou...
mempool.qwen_logits_orchestrator_row.v1
{ "abstain_probability": 0, "verifier_probability": 0.640971, "worker_distribution": { "ollama-cloud-deepseek-v4-pro": 0.31352, "ollama-cloud-glm-5.2": 0.147842, "ollama-cloud-kimi-k2.7-code": 0.179609, "ollama-cloud-qwen3-coder-480b": 0.359029 }, "workflow_distribution": { "direct": 1, ...
bigcodebench-hard-BigCodeBench-672
Choose an orchestration action for this task. Return JSON with worker_distribution, workflow_kind, verifier_probability, and abstain_probability. task_id: bigcodebench-hard-BigCodeBench-672 task_family: bigcodebench_hard categories: filesystem, general libraries: csv, sys available_workers: ollama-cloud-deepseek-v4-pro...

mempool Qwen Logits Orchestrator Rows

This dataset contains measured task-level orchestration training rows for the mempool Qwen-small logits-head orchestrator path.

  • Train rows: 53
  • Train data file: 20260628-qwen-small-logits-orchestrator-split-train.jsonl
  • Held-out rows: 13
  • Held-out data file: 20260628-qwen-small-logits-orchestrator-split-heldout.jsonl
  • Split manifest: 20260628-qwen-small-logits-orchestrator-split-manifest.json
  • Targets: worker distribution, workflow distribution, verifier probability, abstain probability
  • Source: measured BigCodeBench task-worker outcome substrate

The rows are intended for training an explicit routing-head orchestrator. They are not raw user traces and do not contain API keys.

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