Add NL2Bash v3: 104 newly solved tasks, 1042 kept

nl2bash_v3/README.md

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+# NL2Bash v3
+
+## Dataset stats
+
+- **Original tasks:** 1,497
+- **Kept:** 1,042
+- **Carried forward from v2:** 938
+- **Newly solved:** 104 of 487 previously unsolved tasks (21.36%)
+- **Changed task payloads:** 0
+- **Archived:** 455 (383 still unsolved and 72 earlier exclusions)
+- **Pending attempts:** 0
+- **New evaluation:** 487 tasks, 974 attempts, 974 saved conversations
+- **Historical conversations preserved:** 5,700
+- **Images:** 1 before, 1 now
+
+All 938 [v2 tasks](../nl2bash_v2/README.md) are carried forward. V3 adds tasks solved at least once by Qwen3.8-27B in two attempts. The v1 source revision is `3abfc63260ef8ab59ac61274450310f650585bc9`.
+
+## Dataset characteristics
+
+NL2Bash tasks translate natural-language requests into shell commands for file operations and system administration. Agents work with seeded files in `/workspace` and capture command output in `/output/command_capture.txt`. Intended transfer includes Terminal-Bench 2.0, OpenThoughts-TBLite 2.0 and Harbor-Index.
+
+Task payloads and pinned image references are unchanged. The earlier Git-history and timestamp leak-check limitation remains unresolved. Observed success is a solvability filter, not proof of verifier correctness: inspected zero-score examples included output-format mismatches and faulty expected output. These new results do not certify completion of all datasource checks. The run recorded host networking after isolated network namespace creation failed.
+
+## New evaluation
+
+Qwen/Qwen3.8-27B with Terminus 2 evaluated exactly the 487 v2 tasks with no successful Coder attempt. The four-task pilot and 483-task full run were disjoint. All 22 stage-6 reports and 22 stage-7 reports are complete. Each task received two terminal attempts. Jobs requested one H200, 32 CPUs including four serving CPUs, and four concurrent trials.
+
+Agent and verifier timeouts are 600 seconds each in all 974 saved trial configurations; task limits were unchanged. [Contracts](metadata/full-contract.json), [settings](metadata/evaluation-settings.json), and the [saved trial configuration](metadata/sample-trial-config.json) preserve the evidence.
+
+## Evaluation settings
+
+Context is the total prompt plus response window for one model call. The response budget includes reasoning tokens and is not a whole-attempt token budget.
+
+| Model | Context tokens (configured) | Intended response tokens per call | Output-limit evidence | Thinking | Sampling |
+| --- | ---: | ---: | --- | --- | --- |
+| Qwen/Qwen3.8-27B | 32768 | 8192 | present in saved request kwargs; HTTP payload not audited | off | {"presence_penalty": 1.5, "repetition_penalty": 1.0, "temperature": 0.7, "top_k": 20, "top_p": 0.8} |
+
+Configured limits are distinct from measured token usage.
+
+The 8,192-token response cap is present in saved `llm_call_kwargs.max_tokens`; HTTP requests were not independently audited. Historical v2 settings and measurements remain in the v2 README.
+
+## New success distribution
+
+These rates cover the 487 previously unsolved tasks, not the cumulative 1,042 kept tasks.
+
+| Metric | Rate |
+| --- | ---: |
+| pass@1 | 16.12% |
+| pass@2 | 21.36% |
+
+| Successful attempts out of two | Tasks |
+| ---: | ---: |
+| 0 | 383 |
+| 1 | 51 |
+| 2 | 53 |
+
+![New pass rates](plots/pass-rates.png)
+
+![New success distribution](plots/solved-counts.png)
+
+## Trajectories and runtime
+
+All 974 new conversations are saved, with 157 successful attempts and 973 numeric verifier rewards. One terminal attempt ended with a TmuxBatchProtocolError and has a null raw verifier reward and counts as zero under the recorded reward policy. No missing attempts were fabricated and no conversations were removed. Stage-7 completion is not a claim that every saved conversation is suitable for training.
+
+The release preserves all 5,700 historical conversations. `evaluation_version` identifies historical and new traces; `retained_v3` indicates whether the task is kept. Earlier tasks have zero new attempts and null new success counts.
+
+| New-run measurement | Median |
+| --- | ---: |
+| Agent turns | 5 |
+| Input tokens per attempt | 9,957 |
+| Output tokens per attempt | 1,175 |
+| Agent runtime, seconds | 28 |
+| Verifier runtime, seconds | 6 |
+
+Medians use recorded measurements. Token totals sum calls within each attempt.
+
+[Trajectory statistics](trace_stats/README.md) contain new-evaluation-only token, turn, runtime and outcome measurements, plots and per-attempt data. Historical statistics are linked through v2.
+
+## Files
+
+- [tasks.parquet](tasks.parquet): 1,042 kept tasks, preserving v2 columns and adding Qwen3.8 attempt and success counts.
+- [archive.parquet](archive.parquet): 455 excluded tasks, preserving task payloads and prior metadata.
+- [Selection](metadata/selection.json): cumulative membership and per-task evidence.
+- [Provenance](metadata/provenance.json): source revisions and report/archive hashes.
+- [Trace manifest](traces/manifest.json): all historical and new conversations with file hashes.

nl2bash_v3/archive.parquet

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nl2bash_v3/metadata/evaluation-settings.json

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+[
+  {
+    "model": "Qwen/Qwen3.8-27B",
+    "hf_repo": "Qwen/Qwen3.8-27B",
+    "weights_revision": "1d4bf0f2ff6012fd82039f2fa52739d0dd7c60c0",
+    "agent": "terminus-2",
+    "attempts": 2,
+    "context_tokens": 32768,
+    "intended_output_tokens_per_call": 8192,
+    "output_limit_status": "present in saved request kwargs; HTTP payload not audited",
+    "request_output_tokens": 8192,
+    "thinking": false,
+    "sampling": {
+      "top_p": 0.8,
+      "top_k": 20,
+      "presence_penalty": 1.5,
+      "repetition_penalty": 1.0,
+      "temperature": 0.7
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+      "trial_cleanup_grace": 30.0,
+      "steps": []
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+    "evidence": "All 974 saved trial configurations verified identical; see settings-audit.json."
+  },
+  {
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+    "hf_repo": "Qwen/Qwen3.8-27B",
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+    "output_limit_status": "present in saved request kwargs; HTTP payload not audited",
+    "request_output_tokens": 8192,
+    "thinking": false,
+    "sampling": {
+      "top_p": 0.8,
+      "top_k": 20,
+      "presence_penalty": 1.5,
+      "repetition_penalty": 1.0,
+      "temperature": 0.7
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+    "agent_timeout": "task-specific; see saved task.toml and resolved trial timeouts",
+    "contract_sha256": "7736c0cf9695a8fab9be50f8ba9abdafa1e4a2c941d5c06aacd3e7becbbbe356",
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+      "trial_attempt": null,
+      "trial_cleanup_grace": 30.0,
+      "steps": []
+    },
+    "evidence": "All 974 saved trial configurations verified identical; see settings-audit.json."
+  }
+]

nl2bash_v3/metadata/full-contract.json

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+{
+  "schema_version": 3,
+  "stage_layout": "environment-first-v2",
+  "created_at": "2026-10-20T18:59:16.261109+00:00",
+  "dataset": {
+    "source": "FWeindel/validated-tasks/nl2bash_v1",
+    "reference_solutions": null,
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+    "revision": "3abfc63260ef8ab59ac61274450310f650585bc9",
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+        "sha256": "5a59827b28e91f12e05ab0ba8863ecaf211b2faab85d235f8091f4aa34bcce60"
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+      "order": "lexicographic IDs for ranges; otherwise sorted Parquet paths then row order, or sorted task directories",
+      "implementation": "validation/contract.py:inventory (hash recorded in implementation)"
+    }
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+    7
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+      "check-task-changelog.sh": "training tasks do not require Terminal-Bench PR changelogs",
+      "check-test-sh-sanity.sh": "training permits shared system Python and image-installed verifier dependencies; uv is not required, and stages 3/3 check execution",
+      "check-separate-verifier.sh": "training permits grading in the agent environment, including installed packages and changed system state; separate verification is optional",
+      "check-allow-internet.sh": "network policy is declared by the task and checked at runtime",
+      "check-no-allow-internet-true.sh": "explicit task network policies are allowed",
+      "check-pytest-version.sh": "training tasks may use other pinned pytest/CTRF versions",
+      "check-gpu-types.sh": "Modal GPU naming conventions do not apply to the Helma execution profile",
+      "check-canary.sh": "training tasks do not require a benchmark canary string",
+      "check-instruction-headings.sh": "Markdown headings are allowed in training instructions",
+      "check-task-fields.sh": "training tasks do not require TB author GitHub metadata, taxonomy or explanation sections",
+      "check-task-package-name.sh": "training task package names need not use the terminal-bench namespace",
+      "check-task-slug.sh": "training task names may contain more than three hyphen-separated tokens",
+      "rubric_review.py": "LLM rubric review is opt-in via stage 5, never a default static check"
+    },
+    "conditional_checks": {
+      "check_ai_detection.py": "only with GPTZERO_API_KEY; missing key or upstream API-unavailable skip is non-failing"
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+    "network": "isolated",
+    "network_guarantee": "isolation requested; existing bridge may fall back to host network; offline isolation is NOT established",
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+    "mount_policy": "per-trial workdir, tests, logs, home and tmp; site hostfs/bind-paths/cwd disabled; baked verifier tests preserved; explicit read-only host DNS bind only in host network mode",
+    "profile_scope": "declared bridge policy including stated fallbacks; does not certify offline or rootless behavior",
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nl2bash_v3/metadata/pilot-contract.json

@@ -0,0 +1,1878 @@
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+    "task_9806": "c052c82444d0249e988c5ea89df744199e83e348abf8e58479cc003d076ad6b5",
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+    "task_9941": "5625bb35a6ead8022b099df84ee5eea4c05edd068df1a70cdff609ee387cf51a",
+    "task_9963": "fb27e257d214fbb7fdee1e0db80bfb3cc9f35f528641bbac44b51b4fc4535e1e",
+    "task_9967": "6be0554adb16f942dbdb273c9477d9c18d4cb05f4429cd7d8fbf1f116f1a86c6",
+    "task_9971": "5dbe74792a1778d951d6c6cfa69c3bcd90f3b60a78172e680a4579951fca66fb",
+    "task_9995": "fa3f10650581e2100ffca32b88edea85c9ac1a118e7c36eb8fafede7c1a3d077"
+  },
+  "attempts_per_task": 2,
+  "total_attempts": 974,
+  "concurrency": 4,
+  "carry_forward_v2": 938,
+  "ownership": "Pilot and full sets are disjoint; both count toward pass@2. Preserve all 938 v2 tasks when preparing cumulative v3."
+}

nl2bash_v3/metadata/sample-trial-config.json

@@ -0,0 +1,97 @@
+{
+  "task": {
+    "path": "/tmp/1085474.helma/validation-0000/tasks/task_0",
+    "git_url": null,
+    "git_commit_id": null,
+    "name": null,
+    "ref": null,
+    "overwrite": false,
+    "download_dir": null,
+    "source": null
+  },
+  "trial_name": "task_0__KM9JVPT",
+  "trials_dir": "/tmp/1085474.helma/validation-0000/results/stage_6_agent_trials/dc4be698a271/jobs/job",
+  "artifact_authority": null,
+  "timeout_multiplier": 1.0,
+  "agent_timeout_multiplier": null,
+  "verifier_timeout_multiplier": null,
+  "agent_setup_timeout_multiplier": null,
+  "environment_build_timeout_multiplier": null,
+  "trial_attempt_timeout_sec": null,
+  "trial_cleanup_grace_sec": 30.0,
+  "resolved_timeouts": {
+    "agent": 600.0,
+    "verifier": 600.0,
+    "agent_setup": 360.0,
+    "environment_build": 600.0,
+    "trial_attempt": null,
+    "trial_cleanup_grace": 30.0,
+    "steps": []
+  },
+  "agent": {
+    "name": "terminus-2",
+    "import_path": null,
+    "model_name": "openai/qwen38-27b",
+    "model_alias": null,
+    "skills": [],
+    "mode": "container",
+    "override_timeout_sec": null,
+    "override_setup_timeout_sec": null,
+    "max_timeout_sec": null,
+    "kwargs": {
+      "temperature": 0.7,
+      "extra_body": {
+        "top_p": 0.8,
+        "top_k": 20,
+        "presence_penalty": 1.5,
+        "repetition_penalty": 1.0,
+        "chat_template_kwargs": {
+          "enable_thinking": false
+        }
+      },
+      "max_tokens": 8192,
+      "model_info": {
+        "max_input_tokens": 32768,
+        "input_cost_per_token": 0,
+        "output_cost_per_token": 0,
+        "max_output_tokens": 8192
+      },
+      "llm_call_kwargs": {
+        "max_tokens": 8192
+      },
+      "api_base": "http://127.0.0.1:15474/v1"
+    },
+    "env": {},
+    "mcp_servers": [],
+    "upload_agent_logs": true
+  },
+  "environment": {
+    "type": "apptainer",
+    "import_path": null,
+    "force_build": false,
+    "delete": true,
+    "cpu_enforcement_policy": "auto",
+    "memory_enforcement_policy": "auto",
+    "override_cpus": null,
+    "override_memory_mb": null,
+    "override_storage_mb": null,
+    "override_gpus": null,
+    "override_tpu": null,
+    "mounts": null,
+    "extra_docker_compose": [],
+    "env": {},
+    "kwargs": {
+      "bridge_url": "http://127.0.0.1:25474",
+      "sif_cache": "/tmp/1085474.helma/validation-0000/images"
+    }
+  },
+  "verifier": {
+    "override_timeout_sec": null,
+    "max_timeout_sec": null,
+    "env": {},
+    "disable": false
+  },
+  "artifacts": [],
+  "extra_instruction_paths": [],
+  "job_id": "97db835c-bb15-4d5e-9730-2fda0cb733eb"
+}

nl2bash_v3/metadata/settings-audit.json

@@ -0,0 +1,56 @@
+{
+  "configurations": [
+    {
+      "settings": {
+        "extra_body": {
+          "chat_template_kwargs": {
+            "enable_thinking": false
+          },
+          "presence_penalty": 1.5,
+          "repetition_penalty": 1.0,
+          "top_k": 20,
+          "top_p": 0.8
+        },
+        "llm_call_kwargs": {
+          "max_tokens": 8192
+        },
+        "max_tokens": 8192,
+        "temperature": 0.7
+      },
+      "attempts": 974
+    }
+  ],
+  "timeouts": [
+    {
+      "settings": {
+        "agent": 600.0,
+        "agent_setup": 360.0,
+        "environment_build": 600.0,
+        "steps": [],
+        "trial_attempt": null,
+        "trial_cleanup_grace": 30.0,
+        "verifier": 600.0
+      },
+      "attempts": 974
+    }
+  ],
+  "ungraded": [
+    {
+      "trial": "/tmp/1091645.helma/validation-0010/results/stage_6_agent_trials/37ff1c36653c/jobs/job/task_3463__ezGiQaw/attempts/000",
+      "id": "7205051e-d13e-414b-a21e-7a0b6cdf5cdd",
+      "terminal": true,
+      "verifier_reward": null,
+      "reward_origin": "terminal_error",
+      "reward": 0,
+      "solved": false,
+      "exceptions": [
+        {
+          "exception_type": "TmuxBatchProtocolError",
+          "exception_message": "task_3463__ezGiQaw__attempt_0: batched tmux call returned no recognized status marker: return_code=-1, stderr='Command timed out after 184s', stdout=''",
+          "exception_traceback": "Traceback (most recent call last):\n  File \"/tmp/1091645.helma/validation-runtime/env/lib/python3.12/site-packages/harbor/trial/trial.py\", line 251, in run\n    await self._run()\n  File \"/tmp/1091645.helma/validation-runtime/env/lib/python3.12/site-packages/harbor/trial/single_step.py\", line 36, in _run\n    await self._run_agent()\n  File \"/tmp/1091645.helma/validation-runtime/env/lib/python3.12/site-packages/harbor/trial/single_step.py\", line 67, in _run_agent\n    await self._run_agent_phase(\n  File \"/tmp/1091645.helma/validation-runtime/code/validation/stages/reference_leaks.py\", line 54, in agent\n    return await original(self, *args, **kwargs)\n           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n  File \"/tmp/1091645.helma/validation-runtime/code/validation/stages/path_diagnostics.py\", line 36, in agent\n    return await original_agent(self, *args, **kwargs)\n           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n  File \"/tmp/1091645.helma/validation-runtime/code/harbor_patches/command_cancellation.py\", line 94, in phase\n    return await original_phase(self, *args, **kwargs)\n           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n  File \"/tmp/1091645.helma/validation-runtime/env/lib/python3.12/site-packages/harbor/trial/trial.py\", line 473, in _run_agent_phase\n    await self._await_phase(\n  File \"/tmp/1091645.helma/validation-runtime/env/lib/python3.12/site-packages/harbor/trial/trial.py\", line 510, in _await_phase\n    return await task\n           ^^^^^^^^^^\n  File \"/tmp/1091645.helma/validation-runtime/code/harbor_patches/oom_recovery.py\", line 92, in run_with_oom_metrics\n    return await run(self, instruction, environment, context)\n           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n  File \"/tmp/1091645.helma/validation-runtime/env/lib/python3.12/site-packages/harbor/agents/terminus_2/terminus_2.py\", line 2378, in run\n    await self._run_agent_loop(\n  File \"/tmp/1091645.helma/validation-runtime/env/lib/python3.12/site-packages/harbor/agents/terminus_2/terminus_2.py\", line 2108, in _run_agent_loop\n    terminal_output = await self._execute_interaction(\n                      ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n  File \"/tmp/1091645.helma/validation-runtime/env/lib/python3.12/site-packages/harbor/agents/terminus_2/terminus_2.py\", line 1896, in _execute_interaction\n    _, terminal_output = await self._execute_commands(interaction.commands, session)\n                         ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n  File \"/tmp/1091645.helma/validation-runtime/env/lib/python3.12/site-packages/harbor/agents/terminus_2/terminus_2.py\", line 1863, in _execute_commands\n    terminal_output, session_alive = await session.send_keys_and_capture(\n                                     ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n  File \"/tmp/1091645.helma/validation-runtime/code/harbor_patches/oom_recovery.py\", line 66, in call\n    result = await original(self, *args, **kwargs)\n             ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n  File \"/tmp/1091645.helma/validation-runtime/code/harbor_patches/tmux_diagnostics.py\", line 29, in send_keys_and_capture\n    return await original(self, keystroke_batches)\n           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n  File \"/tmp/1091645.helma/validation-runtime/env/lib/python3.12/site-packages/harbor/agents/terminus_2/tmux_session.py\", line 648, in send_keys_and_capture\n    raise TmuxBatchProtocolError(\nharbor.agents.terminus_2.tmux_session.TmuxBatchProtocolError: task_3463__ezGiQaw__attempt_0: batched tmux call returned no recognized status marker: return_code=-1, stderr='Command timed out after 184s', stdout=''\n",
+          "occurred_at": "2026-10-21T14:20:06.583363"
+        }
+      ]
+    }
+  ]
+}

nl2bash_v3/tasks.parquet

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+version https://git-lfs.github.com/spec/v1
+oid sha256:828498d8116914beb29d422b16c6656d5d11c93dc14cf4a86684ae5c14fceeba
+size 1334413

nl2bash_v3/trace_stats/README.md

@@ -0,0 +1,50 @@
+# Trajectory statistics
+
+974 attempts across 487 tasks of NL2Bash v3, Qwen3.8-27B evaluation, kept and excluded, each counted once. Task success counts are in the [dataset overview](../README.md).
+
+| Metric | qwen3.8-27b |
+| --- | ---: |
+| Recorded attempts | 974 |
+| Median agent turns | 5 |
+| Median input tokens per attempt | 9,957 |
+| Median output tokens per attempt | 1,175 |
+| Median agent runtime (seconds) | 28 |
+| Median verifier runtime (seconds) | 6 |
+
+Medians use recorded measurements only.
+
+## Plots
+
+![Trace measurements](plots/all-models-trace-distributions.png)
+
+![Trace outcomes](plots/all-models-trace-outcomes.png)
+
+![Most frequent commands](plots/all-models-trace-commands.png)
+
+Commands are counted as submitted, not as successful executions.
+
+Per-model plots: [qwen3.8-27b](plots/qwen3.8-27b-trace-commands.png), [qwen3.8-27b](plots/qwen3.8-27b-trace-distributions.png), [qwen3.8-27b](plots/qwen3.8-27b-trace-outcomes.png).
+
+## Data
+
+- [Summary](data/summary.json): overall and per-model statistics.
+- [Per-task metrics](data/per_task.parquet) and [per-attempt metrics](data/per_attempt.parquet), with nested metrics stored as JSON.
+- [Provenance](data/provenance.json): source files and deduplication.
+
+Attempts without a saved conversation: 0; without a verifier reward: 1. Their missing measurements stay empty.
+
+
+Evaluation budgets: see the [dataset evaluation setup](../README.md). Per-call context and output-limit enforcement are not established by token-usage statistics.
+
+
+## Evaluation settings
+
+Context is the total prompt plus response window for one model call. The response budget includes reasoning tokens and is not a whole-attempt token budget.
+
+| Model | Context tokens (configured) | Intended response tokens per call | Output-limit evidence | Thinking | Sampling |
+| --- | ---: | ---: | --- | --- | --- |
+| Qwen/Qwen3.8-27B | 32768 | 8192 | present in saved request kwargs; HTTP payload not audited | off | {"presence_penalty": 1.5, "repetition_penalty": 1.0, "temperature": 0.7, "top_k": 20, "top_p": 0.8} |
+
+Configured limits are distinct from measured token usage.
+
+Only the 974 new v3 attempts are summarized here. See [v2](../../nl2bash_v2/README.md) for historical statistics. Agent and verifier limits are 600 seconds in all 974 saved trial configurations. [Settings evidence](../metadata/evaluation-settings.json).

nl2bash_v3/trace_stats/data/per_attempt.parquet

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+version https://git-lfs.github.com/spec/v1
+oid sha256:df85ab245891938de3274e9d5de68ff665ec8870dbf32c51507572ecd8ebf3c3
+size 158876

nl2bash_v3/trace_stats/data/per_task.parquet

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+version https://git-lfs.github.com/spec/v1
+oid sha256:8f4d93e2078f281da2781746e4ba94ea91c80f72879714d59720a6da04665d85
+size 165502

nl2bash_v3/trace_stats/data/provenance.json

@@ -0,0 +1,33 @@
+{
+ "deduplication_key": [
+  "model",
+  "task_id",
+  "attempt_id"
+ ],
+ "sources": [
+  {
+   "file": "traces/qwen38.parquet",
+   "rows": 974,
+   "unique_rows_added": 974,
+   "sha256": "5c3bd561b646bc45b12ac2df1e5d4068b1a2f5608dd3f543914a647cdce40809"
+  }
+ ],
+ "figures": {
+  "all-models": {
+   "trace_distributions": "plots/all-models-trace-distributions.png",
+   "trace_outcomes": "plots/all-models-trace-outcomes.png",
+   "trace_commands": "plots/all-models-trace-commands.png"
+  },
+  "qwen3.8-27b": {
+   "trace_distributions": "plots/qwen3.8-27b-trace-distributions.png",
+   "trace_outcomes": "plots/qwen3.8-27b-trace-outcomes.png",
+   "trace_commands": "plots/qwen3.8-27b-trace-commands.png"
+  }
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