Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-15T20:39:03.038525Z
Paper Citation Record · LEDGER
Learning to Play Like Humans: A Framework for LLM Adaptation in Interactive Fiction Games
As of 23 August 2026, this Paper Citation Record lists 31 of 31 outbound references and 1 inbound Pith citation observation for arXiv:2505.12439.
A citation records a reference. It does not transfer a finding from one paper to another.
Coverage vector
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-23T06:30:58.430688+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-06-27T06:28:15.270332Z
A source-named dated measurement, never combined with another source.
Source: arxiv_reference, observed 2026-07-03T15:28:34.314352Z
Reference resolution
31 of 31 outbound references displayed
- verified exact0
- verified fuzzy27
- unresolved4
- parse uncertain0
- malformed identifier0
- metadata mismatch0
External citation measurements
No source-named external measurement is stored.
Outbound references
Observation 4f42c425-3e5f-401c-8d71-cd7182b345cf · outbound
This paper cites Opened",.
Learning to Play Like Humans: A Framework for LLM Adaptation in Interactive Fiction Games Opened",
Reference 1
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-15T20:39:03.541770Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 4fe45fa3-f1c8-48c7-b090-f360c78d55ee · outbound
This paper cites Stairwell (First Floor) You’re in the north stairwell.
Learning to Play Like Humans: A Framework for LLM Adaptation in Interactive Fiction Games Stairwell (First Floor) You’re in the north stairwell
Reference 2
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-15T20:39:03.525663Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation eafee5e3-5c51-4ea8-9137-7db2e69f3e3b · outbound
This paper cites an unresolved cited work.
Learning to Play Like Humans: A Framework for LLM Adaptation in Interactive Fiction Games Unresolved cited work
Reference 3
- Resolution
- unresolved
- raw_fallback, observed 2026-08-15T20:39:03.509581Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation f0862e64-8d11-43e8-8fcd-4deb9b851cc8 · outbound
This paper cites There is a small mailbox here.
Learning to Play Like Humans: A Framework for LLM Adaptation in Interactive Fiction Games There is a small mailbox here
Reference 4
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-15T20:39:03.493000Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation f8e88d3e-d410-4525-8cc7-bef0f0d27212 · outbound
This paper cites You can’t.
Learning to Play Like Humans: A Framework for LLM Adaptation in Interactive Fiction Games You can’t
Reference 5
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-15T20:39:03.557225Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 4da3fbc3-b4e5-4c91-a2d8-6a50bc5f09a1 · outbound
This paper cites Forest. You would need a machete to go further west.
Learning to Play Like Humans: A Framework for LLM Adaptation in Interactive Fiction Games Forest. You would need a machete to go further west
Reference 6
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-15T20:39:03.460569Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation b187cc93-255b-4be9-83b5-92f6ba25099f · outbound
This paper cites Hall. To the southwest is the entrance to the Computer Site, and you can go east here as well as go up with a stair.
Learning to Play Like Humans: A Framework for LLM Adaptation in Interactive Fiction Games Hall. To the southwest is the entrance to the Computer Site, and you can go east here as well as go up with a stair
Reference 7
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-15T20:39:03.435475Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 90c7c921-a78f-4185-af03-79a735f4ccf7 · outbound
This paper cites A buzzing water fountain has been moved.
Learning to Play Like Humans: A Framework for LLM Adaptation in Interactive Fiction Games A buzzing water fountain has been moved
Reference 10
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-15T20:39:03.476667Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 882a96ed-88c7-4e4c-b30d-1ab00daa10db · outbound
This paper cites north" or.
Learning to Play Like Humans: A Framework for LLM Adaptation in Interactive Fiction Games north" or
Reference 13
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-15T20:39:03.418085Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 7aa5405f-84cc-4f6a-a19e-6c666d6172b3 · outbound
This paper cites take all.
Learning to Play Like Humans: A Framework for LLM Adaptation in Interactive Fiction Games take all
Reference 14
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-15T20:39:03.401620Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 87e3a69d-e213-47f0-a1db-ce6ea5e4bdd4 · outbound
This paper cites eat", "take.
Learning to Play Like Humans: A Framework for LLM Adaptation in Interactive Fiction Games eat", "take
Reference 15
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-15T20:39:03.386066Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation f80f8296-3f56-4b9f-9cbe-49ba067329f5 · outbound
This paper cites The action will help you understand what led to the new observation.
Learning to Play Like Humans: A Framework for LLM Adaptation in Interactive Fiction Games The action will help you understand what led to the new observation
Reference 16
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-15T20:39:03.371050Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 523396ae-2ccc-4a47-abdb-09afed6bca30 · outbound
This paper cites You must rely on these 10 turns and your internal reasoning to keep track of your location, inventory, puzzles, and progress.
Learning to Play Like Humans: A Framework for LLM Adaptation in Interactive Fiction Games You must rely on these 10 turns and your internal reasoning to keep track of your location, inventory, puzzles, and progress
Reference 17
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-15T20:39:03.355575Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 2572061b-38cd-4766-a98f-dabf54b22c98 · outbound
This paper cites an unresolved cited work.
Learning to Play Like Humans: A Framework for LLM Adaptation in Interactive Fiction Games Unresolved cited work
Reference 18
- Resolution
- unresolved
- raw_fallback, observed 2026-08-15T20:39:03.337931Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 58ff4a69-a7e2-4ac6-a130-49c8fe136e3c · outbound
This paper cites |start|" and.
Learning to Play Like Humans: A Framework for LLM Adaptation in Interactive Fiction Games |start|" and
Reference 19
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-15T20:39:03.317316Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 7d4f0e12-1c47-4185-bbd1-64c680d623e0 · outbound
This paper cites location.
Learning to Play Like Humans: A Framework for LLM Adaptation in Interactive Fiction Games location
Reference 20
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-15T20:39:03.300768Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 0339992c-e96a-46b2-a791-397e5643438e · outbound
This paper cites puzzle_status.
Learning to Play Like Humans: A Framework for LLM Adaptation in Interactive Fiction Games puzzle_status
Reference 21
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-15T20:39:03.284557Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 30060fef-ba55-4b1f-91eb-a3d87d949e37 · outbound
This paper cites Any action leads to earning/losing points.
Learning to Play Like Humans: A Framework for LLM Adaptation in Interactive Fiction Games Any action leads to earning/losing points
Reference 22
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-15T20:39:03.267539Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation c2a14090-66ae-4170-84ba-b53ca6b5776b · outbound
This paper cites important_experience.
Learning to Play Like Humans: A Framework for LLM Adaptation in Interactive Fiction Games important_experience
Reference 23
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-15T20:39:03.249679Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 066129df-dad3-4a92-a7e2-04ce790feb68 · outbound
This paper cites - **Recent Attempts**: Reflect on the previous actions, the motivation of taking that action and observation after this attempt.
Learning to Play Like Humans: A Framework for LLM Adaptation in Interactive Fiction Games - **Recent Attempts**: Reflect on the previous actions, the motivation of taking that action and observation after this attempt
Reference 24
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-15T20:39:03.232626Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 7ddec292-b650-4321-a77a-c7bb1812095b · outbound
This paper cites - **Avoid Repetition**: Do not repeat failing commands indefinitely.
Learning to Play Like Humans: A Framework for LLM Adaptation in Interactive Fiction Games - **Avoid Repetition**: Do not repeat failing commands indefinitely
Reference 25
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-15T20:39:03.215565Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 84f85fe2-6f6d-4a7e-8ad2-17218c5c85e9 · outbound
This paper cites - **Purpose**: Briefly ensure it’s the most logical next step, considering both context and success likelihood.
Learning to Play Like Humans: A Framework for LLM Adaptation in Interactive Fiction Games - **Purpose**: Briefly ensure it’s the most logical next step, considering both context and success likelihood
Reference 26
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-15T20:39:03.198961Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation c252d96b-b25d-4329-a3b3-6d33053866d1 · outbound
This paper cites |start| <com>[command]</com> <rea>[short motivation for the decision-making reason]</rea> |end| “‘ — **Adaptation and Fallback Rules**.
Learning to Play Like Humans: A Framework for LLM Adaptation in Interactive Fiction Games |start| <com>[command]</com> <rea>[short motivation for the decision-making reason]</rea> |end| “‘ — **Adaptation and Fallback Rules**
Reference 27
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-15T20:39:03.182524Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 17943b3f-0688-4ef3-9664-7d168be4778a · outbound
This paper cites - **Next**: Options in ‘may_direction‘ or ‘may_have‘.
Learning to Play Like Humans: A Framework for LLM Adaptation in Interactive Fiction Games - **Next**: Options in ‘may_direction‘ or ‘may_have‘
Reference 28
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-15T20:39:03.166710Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 98790071-c38e-4876-a004-984c06a0c26a · outbound
This paper cites - Validate uncertain (‘may_‘) directions or items before fully committing to them.
Learning to Play Like Humans: A Framework for LLM Adaptation in Interactive Fiction Games - Validate uncertain (‘may_‘) directions or items before fully committing to them
Reference 29
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-15T20:39:03.150026Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 4c310297-04bb-441a-a318-229c4b992507 · outbound
This paper cites - Look for overlooked clues or alternative ways forward.
Learning to Play Like Humans: A Framework for LLM Adaptation in Interactive Fiction Games - Look for overlooked clues or alternative ways forward
Reference 30
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-15T20:39:03.132905Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 094faa49-36dc-4f8c-8ac0-33ba3fe64715 · outbound
This paper cites - In case an exploration fails, attempt a different angle—return to a previous room, look around again, or try another approach.
Learning to Play Like Humans: A Framework for LLM Adaptation in Interactive Fiction Games - In case an exploration fails, attempt a different angle—return to a previous room, look around again, or try another approach
Reference 31
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-15T20:39:03.114328Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation b12880ed-4002-4cda-815b-3e9a91455581 · outbound
This paper cites Jinming Zhang and Yunfei Long.
Learning to Play Like Humans: A Framework for LLM Adaptation in Interactive Fiction Games Jinming Zhang and Yunfei Long
Reference 2016
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-15T20:39:03.589360Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 8f22683b-8bde-4dee-87d0-5beba18875c9 · outbound
This paper cites Graph Constrained Reinforcement Learning for Natural Language Action Spaces.
Learning to Play Like Humans: A Framework for LLM Adaptation in Interactive Fiction Games Graph Constrained Reinforcement Learning for Natural Language Action Spaces
Reference 2020
- Resolution
- unresolved
- no resolver link, observed 2026-08-15T20:39:02.885342Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 258dcdb1-11bc-4576-aa45-e8d95fd234ec · outbound
This paper cites Pre-trained Language Models as Prior Knowledge for Playing Text-based Games.
Learning to Play Like Humans: A Framework for LLM Adaptation in Interactive Fiction Games Pre-trained Language Models as Prior Knowledge for Playing Text-based Games
Reference 2023
- Resolution
- unresolved
- no resolver link, observed 2026-08-15T20:39:02.891566Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 007f118e-354d-4e31-b86b-43fb3d00dcc2 · outbound
This paper cites In Proceedings of the 62nd Annual Meeting of the Association for Compu- tational Linguistics (Volume 3: System Demonstra- tions), Bangkok, Thailand.
Learning to Play Like Humans: A Framework for LLM Adaptation in Interactive Fiction Games In Proceedings of the 62nd Annual Meeting of the Association for Compu- tational Linguistics (Volume 3: System Demonstra- tions), Bangkok, Thailand
Reference 2024
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-15T20:39:03.573143Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Pith citing papers
Observation 70d759d8-5158-4900-a518-4bfd6efce5f1 · inbound
IVIE: A Neuro-symbolic Approach to Incremental and Validated Generation of Interactive Fiction Worlds cites this paper.
IVIE: A Neuro-symbolic Approach to Incremental and Validated Generation of Interactive Fiction Worlds Learning to Play Like Humans: A Framework for LLM Adaptation in Interactive Fiction Games
Reference 20
- Resolution
- verified exact
- arxiv_id, observed 2026-07-03T15:28:34.317561Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.