Pith. sign in

Paper Citation Record · LEDGER

TacticCraft: Natural Language-Driven Tactical Adaptation for StarCraft II

As of 9 August 2026, this Paper Citation Record lists 17 of 17 outbound references and 0 inbound Pith citation observations for arXiv:2507.15618.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2507.15618 v1

Coverage vector

measured 17 of 17 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T15:31:58.129752Z

measured 17 of 17 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-09T06:31:02.800959+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: cited_works

Reference resolution

17 of 17 outbound references displayed

  • verified exact0
  • verified fuzzy12
  • unresolved4
  • parse uncertain0
  • malformed identifier1
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 1a2c55df-8fbd-4139-85e1-bca37b478aa7 · outbound

This paper cites an unresolved cited work.

TacticCraft: Natural Language-Driven Tactical Adaptation for StarCraft II Unresolved cited work

Reference 1

Resolution
unresolved
raw_fallback, observed 2026-08-06T15:31:58.475500Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T15:31:58.050208Z digest=sha256:e645eeded045119f1d4d60c307463a4f06a728053bbd1f62af4db7f1413aa769

Observation 84d7d649-b2d8-4e23-aa0a-b8c0bb4447f1 · outbound

This paper cites an unresolved cited work.

TacticCraft: Natural Language-Driven Tactical Adaptation for StarCraft II Unresolved cited work

Reference 2

Resolution
unresolved
raw_fallback, observed 2026-08-06T15:31:58.458073Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T15:31:58.055861Z digest=sha256:80f90165892583628eacd8199308e24484ff6debbc7e38bb46f1f5ea89eb2585

Observation d38de6e3-0fc2-4947-a053-10d0a7cdb097 · outbound

This paper cites action_type.

TacticCraft: Natural Language-Driven Tactical Adaptation for StarCraft II action_type

Reference 3

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T15:31:58.440975Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T15:31:58.061617Z digest=sha256:9e6750ebc0190218c13f781e8f2bd894420e4fb0b4943a93d1679e88806152e6

Observation 56e30143-24ca-4435-b0ed-51baf4bb3d68 · outbound

This paper cites Characterized by heavy drone production, defensive early game posture, and maximum economy focus.

TacticCraft: Natural Language-Driven Tactical Adaptation for StarCraft II Characterized by heavy drone production, defensive early game posture, and maximum economy focus

Reference 4

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T15:31:58.366951Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T15:31:58.084443Z digest=sha256:28224cb8aa7d8ac85637d58c4583a22f1781053d93fa39281fa8b47edf2370de

Observation 4b825376-1e05-4474-9909-c4a3dbbb4432 · outbound

This paper cites Characterized by sacrificed economy for early pressure and heavy Zergling production.

TacticCraft: Natural Language-Driven Tactical Adaptation for StarCraft II Characterized by sacrificed economy for early pressure and heavy Zergling production

Reference 5

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T15:31:58.350416Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T15:31:58.089946Z digest=sha256:f3dab47718cd8c112716351674b95c086f13dd18730761728b078cf53c6bbd17

Observation 7bff92b1-1066-4ef7-a36f-09104390afbf · outbound

This paper cites Characterized by insufficient information or unclear strategic direction.

TacticCraft: Natural Language-Driven Tactical Adaptation for StarCraft II Characterized by insufficient information or unclear strategic direction

Reference 6

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T15:31:58.422670Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T15:31:58.066982Z digest=sha256:cbb5b378354bf3d132c2291ead0742266fecc8d1e62e443860e999c91b076dc8

Observation 3bffa3c9-6484-49e8-ac9c-b7b2b4f70659 · outbound

This paper cites Characterized by upgraded Roaches as main army composition, strong timing attacks, and usually 2-base economy.

TacticCraft: Natural Language-Driven Tactical Adaptation for StarCraft II Characterized by upgraded Roaches as main army composition, strong timing attacks, and usually 2-base economy

Reference 7

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T15:31:58.406002Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T15:31:58.073437Z digest=sha256:8c57c9e60688fe6d1927cea3b3e344615e841572bcf1a758fb3cd5dd801186a5

Observation cea93335-491d-421e-bd6d-0fe3ae551ac5 · outbound

This paper cites Key buildings include Lair, Spire, and multiple gas extractors.

TacticCraft: Natural Language-Driven Tactical Adaptation for StarCraft II Key buildings include Lair, Spire, and multiple gas extractors

Reference 8

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T15:31:58.387535Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T15:31:58.079068Z digest=sha256:78ebca47deecd4e2cf999cd639127408e5a1305501b797f2eac947a77c36f666

Observation fa021800-02c2-4e63-ad89-830ac2f4bb53 · outbound

This paper cites Characterized by heavy unit production, committed aggression, and limited tech investment.

TacticCraft: Natural Language-Driven Tactical Adaptation for StarCraft II Characterized by heavy unit production, committed aggression, and limited tech investment

Reference 9

Resolution
malformed identifier
raw_fallback, observed 2026-08-06T15:31:58.272390Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T15:31:58.112704Z digest=sha256:c45d42ae9fcc40195789d082da14618922ae9098690d4aab087124d45a8d0366

Observation a1f22fed-c348-4970-aa4a-81257ea939e8 · outbound

This paper cites Characterized by timing attacks with upgraded Zerglings and moderate economy into strong timing.

TacticCraft: Natural Language-Driven Tactical Adaptation for StarCraft II Characterized by timing attacks with upgraded Zerglings and moderate economy into strong timing

Reference 11

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T15:31:58.330337Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T15:31:58.094585Z digest=sha256:98e398edaf704239099f65b644b3f49c0b7fd4f393d3b7c538e0b8aa8889f321

Observation 1151b2c4-5c95-4f4e-8e4d-77f0ce52c2a1 · outbound

This paper cites Characterized by map mobility focus, surprise attacks, and specific army compositions.

TacticCraft: Natural Language-Driven Tactical Adaptation for StarCraft II Characterized by map mobility focus, surprise attacks, and specific army compositions

Reference 12

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T15:31:58.310669Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T15:31:58.099835Z digest=sha256:1ae81062f6ec1607aba5fd67780e28addf8d4ace520864351186d94aa464cdf4

Observation 98b04c53-d220-424b-9ffc-79da784dad57 · outbound

This paper cites Characterized by mid-game tech transition, strong map control, and siege capability.

TacticCraft: Natural Language-Driven Tactical Adaptation for StarCraft II Characterized by mid-game tech transition, strong map control, and siege capability

Reference 13

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T15:31:58.290483Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T15:31:58.106352Z digest=sha256:c14a3ab70b1237aef9f268cee7973e27e9102d8e680ea8d5c495154cc3a5cd02

Observation 79d69dd4-9135-4668-9275-368236ccaf88 · outbound

This paper cites This suggests a natural trade-off between tactical specialization and general capability.

TacticCraft: Natural Language-Driven Tactical Adaptation for StarCraft II This suggests a natural trade-off between tactical specialization and general capability

Reference 15

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T15:31:58.254289Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T15:31:58.118701Z digest=sha256:f1515a099fff2a774656a2c1972f2335c7a46d7db53e51cbeb9607b3bba20c10

Observation bce81fef-5890-4d0e-be43-dd0c4d857d4b · outbound

This paper cites Configuration C’s balanced higher constraints appear to offer a favorable trade-off.

TacticCraft: Natural Language-Driven Tactical Adaptation for StarCraft II Configuration C’s balanced higher constraints appear to offer a favorable trade-off

Reference 16

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T15:31:58.235032Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T15:31:58.123878Z digest=sha256:3b26b4ebb668eb2e6fed19932ec307632456ede9204b1e183af4f1cfeccfe4ea

Observation 473e112d-c6b8-40fb-bd69-95bfc5a28901 · outbound

This paper cites an unresolved cited work.

TacticCraft: Natural Language-Driven Tactical Adaptation for StarCraft II Unresolved cited work

Reference 17

Resolution
unresolved
raw_fallback, observed 2026-08-06T15:31:58.203388Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T15:31:58.129752Z digest=sha256:17e7893a346c6142c8920add595f37f3ac8973932b9b42802bd80ade88192a97

Observation 1d4cd646-05c6-4dcb-8b2d-ecd294c40e90 · outbound

This paper cites M., Mathieu, M., Dudzik, A., Chung, J., Choi, D.

TacticCraft: Natural Language-Driven Tactical Adaptation for StarCraft II M., Mathieu, M., Dudzik, A., Chung, J., Choi, D

Reference 2017

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T15:31:58.494609Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T15:31:58.043762Z digest=sha256:a0fc8ead19d2f152e1f08fd7fd3ae7df8c5a997359ea6555bf485cc6638102ca

Observation 1d48df1e-eca0-4e8e-981c-b2926e7a05e9 · outbound

This paper cites LLM-PySC2: Starcraft II learning environment for Large Language Models.

TacticCraft: Natural Language-Driven Tactical Adaptation for StarCraft II LLM-PySC2: Starcraft II learning environment for Large Language Models

Reference 2799

Resolution
unresolved
no resolver link, observed 2026-08-06T15:31:58.037730Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T15:31:58.037730Z digest=sha256:a3aa3cbd35931688173b971cf1ecfa9064e4c160b712a2c886c077f4b92adb76

Pith citing papers

No inbound Pith citation observations are available.