Datasets:

HazeLocus
/

ISETrace-Memory-Queries

query_id stringlengths 26 26	task_key stringlengths 14 14	trajectory_id stringlengths 21 21	memory_mode stringclasses 3 values
query:2fe3682acc6d45c16202	T-fbac0c2fcf34	traj_efa28b9e4e4d92b7	linked_recall
query:ccaa7c153555c312890b	T-e220a4443788	traj_efa28b9e4e4d92b7	multi_fact_recall
query:5809ae31ab1512981b29	T-57e65cc5f2be	traj_4ae4af7fea462336	multi_fact_recall
query:6a2e1954165815e14e5a	T-e7a125594cff	traj_4ae4af7fea462336	linked_recall
query:0feed8a41ac70c398222	T-5045c48abff7	traj_41f84676553378c2	direct_recall
query:0dbbef6e09572ba480e4	T-d93b0086fda9	traj_41f84676553378c2	multi_fact_recall
query:9a1471e4a56432dc312d	T-c752f2b92c6f	traj_4abf6ed7f4fae06c	multi_fact_recall
query:edb0336cc94e0dbedc4f	T-a22f3f4ccb9b	traj_4abf6ed7f4fae06c	direct_recall
query:bee0838f29a75d5fa8e9	T-81b9d595d3ff	traj_5bfbd01a5f9e12f5	linked_recall
query:f3511b4f8faa2030ff1c	T-40f5c2240a75	traj_5bfbd01a5f9e12f5	direct_recall
query:39f8ee33deefad27c222	T-cd52fe7fdaa2	traj_85a2a6eb385f8190	direct_recall
query:386c918a2a23aff14fb2	T-c9bcfc710480	traj_c12d77a7cc26c8e3	linked_recall
query:8d431caee2336e0f8575	T-eab479495d34	traj_a8776b66e84cffba	linked_recall
query:b327cfa5e80683ff96cf	T-5c77a2a404b9	traj_9f5200c572d7d50e	multi_fact_recall
query:265847e514372f583193	T-07a01e4b0c7a	traj_9f5200c572d7d50e	direct_recall
query:1223b5fb9d8e14449229	T-3b23cd94a85e	traj_c4f2e2c1024a58be	direct_recall
query:9679d5ccd70e43a67f4a	T-c459600196d9	traj_6a05116a8d140479	multi_fact_recall
query:9c2b5258fc35b9b00646	T-fbeafe195a48	traj_6a05116a8d140479	linked_recall
query:0684bd0386287003b77b	T-db93788ad555	traj_7e0c2b21b32667a4	linked_recall
query:83068aa7a8da51237bfe	T-b6e8d54faf19	traj_c11bdd6c7483303c	direct_recall
query:18960d254d03e996348c	T-4571b552a4e3	traj_c11bdd6c7483303c	linked_recall
query:2b63529099bdc6045577	T-9c6472f7c08d	traj_aafdca590e8d78c9	direct_recall
query:15147c6eb4f5c174f901	T-524117d0db33	traj_aafdca590e8d78c9	linked_recall
query:59750ccece2b0c066235	T-e531b2c182bd	traj_852588cb7b98404c	linked_recall
query:32a301380aa8e7a916b5	T-36e358475a83	traj_852588cb7b98404c	linked_recall
query:e4a771e5cae0d6cc180a	T-2218134cc696	traj_9bd4f45de52f6960	direct_recall
query:719359d5584dcc8b2ee5	T-d5ae92d48312	traj_27aac87f606a2cf3	linked_recall
query:db9e3dff2d0e62af95ee	T-51e8a8dee77c	traj_ef74e4846a632ce6	linked_recall
query:56d52699de2bb8bb68db	T-63aa395f5e33	traj_ef74e4846a632ce6	direct_recall
query:d10788928b5ec5c6ae32	T-0385cffd98e0	traj_1e2588075386130b	linked_recall
query:0dcf50f6d0db3c9a7ea2	T-943acb42f39e	traj_1e2588075386130b	direct_recall
query:d7ab2e1b832f6ed8256b	T-04c728461246	traj_644d69964e27905b	linked_recall
query:3b966fce07808b699421	T-8729a532a42d	traj_644d69964e27905b	direct_recall
query:baeb07c7ab011875ab67	T-3a2a99b70ddd	traj_75bbbc60c4d2edef	multi_fact_recall
query:d62ef57eb960993dd303	T-0975d465e11e	traj_0335675292b7529e	multi_fact_recall
query:539f0446644c737985d6	T-8d114cea7b4b	traj_0335675292b7529e	direct_recall
query:10c8e96b301be80d8252	T-ab4f84188a97	traj_fd7b72763e29d9b7	linked_recall
query:98feefaf6f6fe2fd9f6f	T-ccecb3a3aef7	traj_fd7b72763e29d9b7	direct_recall
query:d9f1d6240cb719e9b5a3	T-c4073bdc168d	traj_28e9a1731773c970	direct_recall
query:d6fe65e9a1d46780f912	T-2aeb3d4cb12c	traj_28e9a1731773c970	linked_recall
query:224d87169375709f013d	T-f575ded013a9	traj_e0b90c80b55da8f8	direct_recall
query:79d8bfd0cbe64ff855dc	T-6c7a5b0e6c52	traj_e0b90c80b55da8f8	linked_recall
query:c9d0a42f6ba43d27514f	T-a31cd02fc434	traj_edaffc31e73fab16	direct_recall
query:925405766892e58b3213	T-e6112bd61158	traj_0dffa8e96d1bd2e0	direct_recall
query:3f577933dda0f25fb08d	T-e67fccbd4870	traj_041ea61528c8f267	direct_recall
query:7b7e5d3fd3e2c53428da	T-d827b839cd5a	traj_041ea61528c8f267	multi_fact_recall
query:0874c57bbaf03582ad09	T-76b3c5cfba68	traj_4246d1f733ecf03b	direct_recall
query:2c2af2da103450bdf223	T-a3e5a30def97	traj_4246d1f733ecf03b	linked_recall
query:b7700199b0c5361127a3	T-82cfda694935	traj_33c89bf2ea4c79db	linked_recall
query:715fafbc6744c9e166f1	T-66fd1f32a1e8	traj_33c89bf2ea4c79db	multi_fact_recall
query:15a80004a9f9f277c11b	T-35df684b7e8e	traj_10e8d2cc56804e46	multi_fact_recall
query:7409d26b31c14c6f21b1	T-35460b652bc5	traj_10e8d2cc56804e46	linked_recall
query:bcac1ad992f9acd09964	T-d884ddee9741	traj_8628cbc722fa57b8	direct_recall
query:d1db829f245b40a6a3c6	T-3ef40042a82d	traj_415764e93ddf4685	multi_fact_recall
query:ce54837df65724ee9c52	T-ed87237a9bf8	traj_415764e93ddf4685	linked_recall
query:8ae6e860d0754188993d	T-8563c5d86bc0	traj_c109f5d7414df6a5	linked_recall
query:57d68794655e28176579	T-0949be26ea2b	traj_9535dcedce8ccf5f	linked_recall
query:4709ab580643396abd86	T-7888e5a7c630	traj_9535dcedce8ccf5f	linked_recall
query:cd73f10121b35bb1dd82	T-1f135ab55f04	traj_1e67638c8eb541aa	direct_recall
query:c3118ca3d9e46c9c95ec	T-c7ba397b60d8	traj_0c3ca0166eee63f8	direct_recall
query:93a20a04f007f10e7a22	T-fff1e739c608	traj_67a9ad06d0fdd9cf	linked_recall
query:0da9d42226fe76f420ae	T-8d4da7e50f93	traj_67a9ad06d0fdd9cf	linked_recall
query:2739b4632af1462f28fc	T-2f92ee450f2d	traj_1d719713b67e00cc	multi_fact_recall
query:c9f603e561a7a472d7d2	T-1819b858bd39	traj_1d719713b67e00cc	linked_recall
query:062ed9b6df2db624993b	T-7d094d8b11e6	traj_1db78b78f4c2e2a5	linked_recall
query:764e463a6603c3a16d14	T-0e51178f78a9	traj_1db78b78f4c2e2a5	direct_recall
query:84543e5e8e2c5cd0a868	T-2641a099b6c9	traj_92cfde7d9af236a5	linked_recall
query:f2cb7fd59dcc8935d0b1	T-817338e99e50	traj_92cfde7d9af236a5	linked_recall
query:55fab21ea4506b427a61	T-91f24ea557dd	traj_99bb9da8bd2d72e3	linked_recall
query:ee366b4ec11348fb7060	T-c11dc3e1c284	traj_4ab896fa2c583259	linked_recall
query:2e8afad7b1547683202c	T-5acd5ff6a84f	traj_dec7ab04b21f559e	linked_recall
query:e821ec426213bed1b7d8	T-631a86967992	traj_dec7ab04b21f559e	linked_recall
query:5b88905b5675020e78f6	T-8f944b361c43	traj_fbfe6ac23daa46b2	linked_recall
query:22c21c43ce84c6ec16d4	T-e0f13b0c6fda	traj_fbfe6ac23daa46b2	direct_recall
query:a0b92b61c5097973d18f	T-d92785232639	traj_f4dab315e61916cd	linked_recall
query:4c5a6dc487e204510736	T-3145f74e94ec	traj_f4dab315e61916cd	direct_recall
query:03532d5bad1ef2d6585b	T-0c7e7a8d8afe	traj_23af9c88e95f5318	multi_fact_recall
query:1b475c19274d8b19ae43	T-c5a859008785	traj_16488cd20d9bf20d	direct_recall
query:622e3cb025b17b1078a7	T-61f02872b619	traj_16488cd20d9bf20d	linked_recall
query:21c28e2ff7fedf440dda	T-e6b0361b80d0	traj_d201ec2851906c56	direct_recall
query:d3a7efbe64fb6e819e90	T-76682d713cf1	traj_d201ec2851906c56	linked_recall
query:54c1c04f0e6067735e29	T-2b92fe01a6c9	traj_90f66de3d65b9356	linked_recall
query:f5b58a505aacebeeead2	T-c1b0c6e80dcd	traj_90f66de3d65b9356	multi_fact_recall
query:8d49da57485b01bf0489	T-d53cc5c55efb	traj_acb98aae4a040c7f	linked_recall
query:18fe6af3e563a5c1c0c4	T-146e0fa4afe0	traj_acb98aae4a040c7f	linked_recall
query:4f6530eebe8bb694556a	T-ad1d6493b526	traj_dd86bbdd2cfc401b	linked_recall
query:ee89565f7d13d3edc9fd	T-3e5aeccd3de9	traj_dd86bbdd2cfc401b	direct_recall
query:fecb24a0035b6fffee35	T-cc1c61346f28	traj_30d487aa78656e76	multi_fact_recall
query:273973b0886ffe21015c	T-b9f0b74d3800	traj_29ece6f2581246fc	multi_fact_recall
query:cded38a447de2b57128e	T-f8086e469b7c	traj_6c7ed4a76412582b	linked_recall
query:c6a708b0e246cb11d3d2	T-de3b0d3139d2	traj_6c7ed4a76412582b	linked_recall
query:d7105d1a520782acddf9	T-9981ad887d2a	traj_055c90c9d0e947ff	linked_recall
query:91178c0fc1cf056c39bf	T-6607fc280705	traj_156608d64956065e	direct_recall
query:841c79dd0aa896b9bb0c	T-996cda1507bb	traj_156608d64956065e	multi_fact_recall
query:56756093c5cdd9647c36	T-d0999d1960c4	traj_9598819853fd8cd7	linked_recall
query:d51a915a0732212eca6b	T-420f78942de7	traj_9598819853fd8cd7	multi_fact_recall
query:229184653090749d09a3	T-afbc3827c090	traj_12a44e14f18291b6	direct_recall
query:974045fe0b38a71311f8	T-54d76601a413	traj_12a44e14f18291b6	multi_fact_recall
query:785b83a56674e5fb8190	T-036ae92e47d5	traj_1d36abff33f978c0	linked_recall
query:ad0ed65523ea4d18df70	T-db07b1f9b4f8	traj_1d36abff33f978c0	multi_fact_recall

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ISETrace Memory Query Corpus

This repository contains the frozen natural-language memory-query corpus used for exact-span retrieval experiments over ISETrace, an execution-grounded corpus of operating-system agent trajectories.

The release contains 6,597 English queries. Each query asks for information recoverable from one trajectory and identifies minimal answer-bearing quotes in stable source sections. Query records and authoring metadata are kept separate so metadata such as query type is not accidentally treated as a retrieval feature.

Files

File	Records	Description
`query-authoring/isetrace-v7-raw.jsonl`	6,597	Frozen four-field memory-query records
`query-authoring/isetrace-v7-raw.jsonl.metadata.jsonl`	6,597	Query-to-trajectory and query-type metadata

The query file has SHA-256 3add2685ea45525d84ba9ed797d658df2d23c29ae0368699a69c348dea39d7f8. The metadata file has SHA-256 30db73bda691d68c6e62495c52d08854ef2007a8a035d0f3e85e128b874c28a0.

Query schema

Each line in isetrace-v7-raw.jsonl has exactly four fields:

{
  "id": "query:...",
  "text": "[I1 | user_intent]...\n\n[A1 | tool_call | ...]...\n\n[E1 | tool_output | ...]...",
  "query": "What information should be recovered from this execution?",
  "gold": [
    {
      "source": "E1",
      "quote": "an exact answer-bearing substring"
    }
  ]
}

I* identifies a user-intent section, A* a tool-call argument section, and E* a tool-output section. Every gold quote occurs exactly once in its named source section. Downstream preparation resolves these quotes to exact character spans in the corresponding ISETrace trajectory.

Metadata schema

Each aligned metadata line contains:

{
  "query_id": "query:...",
  "task_key": "T-...",
  "trajectory_id": "traj_...",
  "memory_mode": "linked_recall"
}

The frozen corpus contains 2,134 direct_recall, 3,004 linked_recall, and 1,459 multi_fact_recall records. memory_mode supports audit and grouped reporting; it is not a retrieval feature or relevance label.

Source data and split construction

The source trajectories are the trajectories configuration of:

Repository: valiere/ISETrace
Revision: e40e04d41c04e4eb4bae181ebdd41b61c688081b
License: CC BY 4.0

The query corpus is intentionally released as one full split. The experiment code assigns whole trajectories, never individual queries, using split seed 13. The frozen full-profile allocation contains:

Experiment split	Trajectories	Queries
train	2,410	3,894
validation	352	580
test	1,207	2,000

This trajectory-level assignment prevents a trajectory from appearing in more than one experiment split. The remaining authored records belong to trajectories outside the fixed allocation.

Loading

from datasets import load_dataset

queries = load_dataset(
    "HazeLocus/ISETrace-Memory-Queries",
    "queries",
    split="full",
)
metadata = load_dataset(
    "HazeLocus/ISETrace-Memory-Queries",
    "metadata",
    split="full",
)
trajectories = load_dataset(
    "valiere/ISETrace",
    "trajectories",
    split="train",
    revision="e40e04d41c04e4eb4bae181ebdd41b61c688081b",
)

The accompanying experiment code downloads both repositories automatically at their pinned revisions when the expected local files are absent.

Construction and validation

Queries were authored by a language model from bounded source packets selected from complete trajectories. Local validation enforces structured output, valid and unique source handles, exact quote grounding, unique query IDs, and exact alignment between query and metadata IDs.

A stratified sample of 500 queries underwent dual-model review, adjudication, and complete human validation. The full 6,597-query corpus was not independently human re-annotated. Users should account for possible query-type noise, lexical cues from authoring, and omitted alternative evidence. This release is a frozen research artifact rather than a claim that every query is human-verified.

Intended use

The corpus supports research on retrieval from completed tool-use trajectories, particularly exact-span evidence recovery under fixed context budgets. It does not evaluate online memory updates, cross-session memory, or agent-to-agent communication. ISETrace personas are synthetic; execution paths and command outputs are preserved from the upstream execution-grounded dataset.

License and attribution

This derived corpus includes excerpts from ISETrace and is released under CC BY 4.0. Users must attribute the upstream ISETrace dataset and indicate that memory queries and exact-quote annotations are derived material.

@misc{isetrace2026,
  title        = {From Intent to Trajectory: Execution-Grounded Multi-Turn Data Synthesis for OS Agents},
  author       = {Valiere01},
  year         = {2026},
  howpublished = {\url{https://github.com/Valiere01/ISE-Trace}}
}

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