Datasets:
rollout_id stringlengths 8 15 | mode stringclasses 3
values | status stringclasses 4
values | n_turns int64 3 20 | n_tool_calls int64 0 20 | n_malformed int64 0 7 | n_tool_errors int64 0 7 | prompt_tokens int64 1.55k 664k | completion_tokens int64 401 38.9k | seed_ref stringlengths 4 117 | usable bool 2
classes | task stringlengths 327 2.86k | messages listlengths 7 42 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
b1c_1001 | B1C | done | 18 | 16 | 1 | 2 | 446,054 | 15,165 | 1001 | true | "Survey client 1001 across the firm's DMS. All of this client's matters live under matters/1001-*. I(...TRUNCATED) | [{"role":"system","content":"You are an agent exploring the document management system (DMS) of the (...TRUNCATED) |
b1c_1002 | B1C | done | 8 | 6 | 1 | 0 | 108,684 | 9,371 | 1002 | true | "Survey client 1002 across the firm's DMS. All of this client's matters live under matters/1002-*. I(...TRUNCATED) | [{"role":"system","content":"You are an agent exploring the document management system (DMS) of the (...TRUNCATED) |
b1c_1003 | B1C | done | 15 | 14 | 0 | 1 | 351,491 | 6,710 | 1003 | true | "Survey client 1003 across the firm's DMS. All of this client's matters live under matters/1003-*. I(...TRUNCATED) | [{"role":"system","content":"You are an agent exploring the document management system (DMS) of the (...TRUNCATED) |
b1c_1004 | B1C | done | 9 | 8 | 0 | 0 | 107,483 | 7,136 | 1004 | true | "Survey client 1004 across the firm's DMS. All of this client's matters live under matters/1004-*. I(...TRUNCATED) | [{"role":"system","content":"You are an agent exploring the document management system (DMS) of the (...TRUNCATED) |
b1c_1005 | B1C | done | 14 | 12 | 1 | 0 | 337,421 | 11,345 | 1005 | true | "Survey client 1005 across the firm's DMS. All of this client's matters live under matters/1005-*. I(...TRUNCATED) | [{"role":"system","content":"You are an agent exploring the document management system (DMS) of the (...TRUNCATED) |
b1c_1006 | B1C | done | 13 | 12 | 0 | 0 | 251,908 | 8,163 | 1006 | true | "Survey client 1006 across the firm's DMS. All of this client's matters live under matters/1006-*. I(...TRUNCATED) | [{"role":"system","content":"You are an agent exploring the document management system (DMS) of the (...TRUNCATED) |
b1c_1007 | B1C | done | 14 | 12 | 1 | 0 | 300,385 | 14,934 | 1007 | true | "Survey client 1007 across the firm's DMS. All of this client's matters live under matters/1007-*. I(...TRUNCATED) | [{"role":"system","content":"You are an agent exploring the document management system (DMS) of the (...TRUNCATED) |
b1c_1008 | B1C | done | 13 | 12 | 0 | 0 | 285,475 | 9,347 | 1008 | true | "Survey client 1008 across the firm's DMS. All of this client's matters live under matters/1008-*. I(...TRUNCATED) | [{"role":"system","content":"You are an agent exploring the document management system (DMS) of the (...TRUNCATED) |
b1c_1009 | B1C | done | 12 | 11 | 0 | 0 | 265,753 | 9,665 | 1009 | true | "Survey client 1009 across the firm's DMS. All of this client's matters live under matters/1009-*. I(...TRUNCATED) | [{"role":"system","content":"You are an agent exploring the document management system (DMS) of the (...TRUNCATED) |
b1c_1010 | B1C | done | 9 | 8 | 0 | 0 | 147,117 | 8,341 | 1010 | true | "Survey client 1010 across the firm's DMS. All of this client's matters live under matters/1010-*. I(...TRUNCATED) | [{"role":"system","content":"You are an agent exploring the document management system (DMS) of the (...TRUNCATED) |
C&H Trajectory Pool — Qwen3.5-4B (on-policy)
1,376 agentic exploration trajectories over the full Calderwood & Harkness (C&H)
synthetic law-firm corpus (266 matters, ~145M tokens; the open-sourced world from
harvey-labs tasks/firm-knowledge/, MIT),
generated by Qwen/Qwen3.5-4B — the same model intended as the training student,
so this pool is exactly on-policy for it. Part of a world-internalization research
project: which likelihood targets, derived from agent experience, internalize a world
into model weights.
Companion datasets under this namespace: ch-pilot-rollouts-qwen3.5-35b-a3b and
ch-pilot-rollouts-qwen3.5-9b (20-rollout actor-selection pilot).
Task mix (1,376 = one identical, seed-matched spec set)
- B1 (266) — one survey per matter: client, parties, timeline, events, status, key documents; path citations required for every claim.
- B1C (46) — one survey per client: cross-matter dossier.
- B2 (1,064) — self-QA, 4 per matter: given a 2,000-char excerpt from a sampled seed document, pose 3 nontrivial questions (single-doc / cross-doc / cross-matter) and answer them with tools; answers must cite at least one non-seed file, and the cross-matter answer files from ≥2 matters.
Protocol
Text-based tools (glob / grep / read) over a markdown mirror of the corpus, one
call per turn as <tool>{json}</tool>, observations returned in <tool_result> (16,000
chars max), answers in <final>...</final>, temperature 0.7, ≤20 turns, 65,536-token
context. Generation was mechanically gated (this matters for data quality):
- a
</tool>stop-sequence ends each turn at the tool call (no runaway generation); - a
<final>is accepted only if closed, ≥50 chars, and after ≥1 successful tool call — otherwise the driver returns a corrective error (3 strikes →protocol_failure); - near the context budget (~50k tokens) or turn cap, tool access ends and the model is told to write its final from what it already read (graceful wrap-up instead of overflow loss).
Composition
| status | n |
|---|---|
| done (all usable: ≥1 tool call, closed substantive final) | 1,353 (98.3%) |
| protocol_failure | 14 |
| max_turns | 7 |
| api_error | 2 |
Each row: full message history (messages: system / user / assistant / tool), run
metadata (mode, status, turn/call/error counts, token usage, seed_ref), and a
precomputed usable flag. Assistant turns include the model's reasoning text.
Provenance & license
All document content is synthetic (no real firm, clients, or people), derived from
Harvey AI's MIT-licensed harvey-labs release (commit 7be41d5); trajectories released
under MIT. The 250 firm-knowledge eval tasks are not used or contained here — they
remain a held-out evaluation set.
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