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Paper Citation Record · LEDGER

AdaMARP: An Adaptive Multi-Agent Interaction Framework for General Immersive Role-Playing

As of 7 August 2026, this Paper Citation Record lists 100 of 104 outbound references and 1 inbound Pith citation observation for arXiv:2601.11007.

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

pith.paper-citation-record.v1
2601.11007 v2

Coverage vector

measured 100 of 104 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-03T10:11:39.135138Z

measured 101 of 101 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-05-16T07:00:18.807922Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-16T07:00:42.780345Z

Reference resolution

100 of 104 outbound references displayed

  • verified exact0
  • verified fuzzy0
  • unresolved95
  • parse uncertain0
  • malformed identifier5
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation d64b4373-a24d-4155-af5d-3f4d1b23f39e · outbound

This paper cites In Prospect and Retrospect: Reflective Memory Management for Long-term Personalized Dialogue Agents.

AdaMARP: An Adaptive Multi-Agent Interaction Framework for General Immersive Role-Playing In Prospect and Retrospect: Reflective Memory Management for Long-term Personalized Dialogue Agents

Reference 1

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T10:11:28.577965Z digest=sha256:b9673a926666dcf26ac3a820e1262fda0e2535a7d9bfa53b26ea3e4c50ff8cdc

Observation 59d80ab1-5af8-4f21-995b-7dca9656f121 · outbound

This paper cites Osc: Cognitive orchestration through dynamic knowledge alignment in multi-agent llm collaboration, 2025.

AdaMARP: An Adaptive Multi-Agent Interaction Framework for General Immersive Role-Playing Osc: Cognitive orchestration through dynamic knowledge alignment in multi-agent llm collaboration, 2025

Reference 2

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source=pdf_text observed=2026-08-03T10:11:28.646026Z digest=sha256:ce15493b2d5868ba21e94d3b32e2bfd90c7798266915a43b8ebb9c9365913e16

Observation 90754652-b0e7-4794-a397-780a37ce7afe · outbound

This paper cites Self-Taught Agentic Long Context Understanding.

AdaMARP: An Adaptive Multi-Agent Interaction Framework for General Immersive Role-Playing Self-Taught Agentic Long Context Understanding

Reference 3

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no resolver link, observed 2026-08-03T10:11:28.701686Z

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T10:11:28.701686Z digest=sha256:946f7063a6c7d06b2385a7096b17af2fe4ca660f6e9b7cfd34088c2a0e9f684f

Observation f34c7afa-f08f-46ee-abe6-25b2295b27de · outbound

This paper cites Llm-cas: Dynamic neuron perturbation for real-time hallucination correction, 2025.

AdaMARP: An Adaptive Multi-Agent Interaction Framework for General Immersive Role-Playing Llm-cas: Dynamic neuron perturbation for real-time hallucination correction, 2025

Reference 4

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no resolver link, observed 2026-08-03T10:11:28.799756Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T10:11:28.799756Z digest=sha256:51434c481a38e548c739bae1ce7a7282fdbefcbbcd37c8e58142459c359436e4

Observation 50fd66c2-1824-413c-a753-613d7247c83d · outbound

This paper cites CTCC: A Robust and Stealthy Fingerprinting Framework for Large Language Models via Cross-Turn Contextual Correlation Backdoor.

AdaMARP: An Adaptive Multi-Agent Interaction Framework for General Immersive Role-Playing CTCC: A Robust and Stealthy Fingerprinting Framework for Large Language Models via Cross-Turn Contextual Correlation Backdoor

Reference 5

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no resolver link, observed 2026-08-03T10:11:28.887483Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T10:11:28.887483Z digest=sha256:b3b9c4040bd5abb6a71a47d5e0d5bc28267e687b85b9a3c69770d9e3fb797d37

Observation d02cee0e-1d19-4ad5-b104-9b052f082c40 · outbound

This paper cites A survey of llm-driven ai agent communication: Protocols, security risks, and defense countermeasures, 2025.

AdaMARP: An Adaptive Multi-Agent Interaction Framework for General Immersive Role-Playing A survey of llm-driven ai agent communication: Protocols, security risks, and defense countermeasures, 2025

Reference 6

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no resolver link, observed 2026-08-03T10:11:28.966535Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T10:11:28.966535Z digest=sha256:ad87f06cf3bcd38e0639557eee0cdbd087a005b107d12165e301665343865921

Observation eb7c59f1-27da-4424-a191-09554e0d32e1 · outbound

This paper cites EverTracer: Hunting Stolen Large Language Models via Stealthy and Robust Probabilistic Fingerprint.

AdaMARP: An Adaptive Multi-Agent Interaction Framework for General Immersive Role-Playing EverTracer: Hunting Stolen Large Language Models via Stealthy and Robust Probabilistic Fingerprint

Reference 7

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no resolver link, observed 2026-08-03T10:11:29.038353Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T10:11:29.038353Z digest=sha256:7d02958c5bad981e2d5d6581b1d1df03ab93a562592fb00594b88a27b5dd208a

Observation 8054f5a1-c77e-4772-a5c5-e1bd1a614d8b · outbound

This paper cites IAG: Input-aware Backdoor Attack on VLM-based Visual Grounding.

AdaMARP: An Adaptive Multi-Agent Interaction Framework for General Immersive Role-Playing IAG: Input-aware Backdoor Attack on VLM-based Visual Grounding

Reference 8

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source=pdf_text observed=2026-08-03T10:11:29.093525Z digest=sha256:5783a8228b53177e926735aba097188675cc220576d9b58718e34272a37740ee

Observation 3de37acf-6904-40c6-88d5-801cac343688 · outbound

This paper cites Copyright Protection for Large Language Models: A Survey of Methods, Challenges, and Trends.

AdaMARP: An Adaptive Multi-Agent Interaction Framework for General Immersive Role-Playing Copyright Protection for Large Language Models: A Survey of Methods, Challenges, and Trends

Reference 9

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no resolver link, observed 2026-08-03T10:11:29.141260Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T10:11:29.141260Z digest=sha256:054d2d84960bda78eac9a4084a6b2a807c2d2fad6c053fd3d94b31ad1554a00b

Observation c98006cf-1427-46bb-a2e5-9841cbb69e59 · outbound

This paper cites Role-Play with Large Language Models, 2023.

AdaMARP: An Adaptive Multi-Agent Interaction Framework for General Immersive Role-Playing Role-Play with Large Language Models, 2023

Reference 10

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source=pdf_text observed=2026-08-03T10:11:29.213135Z digest=sha256:cfc549cdc1ace05dadbbee446e06f81f59478751798012c2bedb0c0edccf2391

Observation 11ee7d9c-0106-46c6-867e-b58c8d135dcf · outbound

This paper cites Two Tales of Persona in LLMs: A Survey of Role-Playing and Personalization.

AdaMARP: An Adaptive Multi-Agent Interaction Framework for General Immersive Role-Playing Two Tales of Persona in LLMs: A Survey of Role-Playing and Personalization

Reference 11

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source=pdf_text observed=2026-08-03T10:11:29.327144Z digest=sha256:15d5055058a2b0d4b53558c1aa345ce9c5853529a78d70572ecf05e753378446

Observation d76bf378-fcac-4d1b-b29b-7a4c3305891c · outbound

This paper cites From Persona to Personalization: A Survey on Role-Playing Language Agents.

AdaMARP: An Adaptive Multi-Agent Interaction Framework for General Immersive Role-Playing From Persona to Personalization: A Survey on Role-Playing Language Agents

Reference 12

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no resolver link, observed 2026-08-03T10:11:29.379405Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T10:11:29.379405Z digest=sha256:b4633f418c4852f1aa43be7dcb4c88e7004955bacf18284eebe3a85b653e624c

Observation 583f44e2-b5db-4f98-8deb-9afcce240381 · outbound

This paper cites CoSER: Coordinating LLM-Based Persona Simulation of Established Roles, 2025.

AdaMARP: An Adaptive Multi-Agent Interaction Framework for General Immersive Role-Playing CoSER: Coordinating LLM-Based Persona Simulation of Established Roles, 2025

Reference 13

Resolution
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no resolver link, observed 2026-08-03T10:11:29.452870Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T10:11:29.452870Z digest=sha256:e3372237e94abbecb516fc6da9ee07106016050893e178b4bf072505cd247b70

Observation f7a94518-c048-4953-b656-bd4984b6ad0e · outbound

This paper cites Neeko: Leveraging Dynamic LoRA for Efficient Multi-Character Role-Playing Agent.

AdaMARP: An Adaptive Multi-Agent Interaction Framework for General Immersive Role-Playing Neeko: Leveraging Dynamic LoRA for Efficient Multi-Character Role-Playing Agent

Reference 14

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malformed identifier
no resolver link, observed 2026-08-03T10:11:29.504066Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T10:11:29.504066Z digest=sha256:0a7a0b3735b24ba8557e1fec9f4152bf513f2778a9e1d8937c92dcd79bed54d9

Observation 5b4681ab-0c00-47e9-8329-07d7c7fa5081 · outbound

This paper cites HyCoRA: Hyper-Contrastive Role- Adaptive Learning for Role-Playing, 2025.

AdaMARP: An Adaptive Multi-Agent Interaction Framework for General Immersive Role-Playing HyCoRA: Hyper-Contrastive Role- Adaptive Learning for Role-Playing, 2025

Reference 15

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T10:11:29.555716Z digest=sha256:8ee1eb5d5fc1604512713e496fc447716e96242326f05ce7b67799058f91d38c

Observation 4e930f63-2b17-4389-af23-4447a93653f8 · outbound

This paper cites Character-LLM: A Trainable Agent for Role-Playing.

AdaMARP: An Adaptive Multi-Agent Interaction Framework for General Immersive Role-Playing Character-LLM: A Trainable Agent for Role-Playing

Reference 16

Resolution
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no resolver link, observed 2026-08-03T10:11:29.601906Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T10:11:29.601906Z digest=sha256:092c46af4157fc798acdae7c64cca87a5c3de8a19a96bb7c1011ee821ee89177

Observation 3735d4e9-5238-4e57-b13c-6c6b8f125345 · outbound

This paper cites Large Language Models Meet Harry Potter: A Dataset for Aligning Dialogue Agents with Characters.

AdaMARP: An Adaptive Multi-Agent Interaction Framework for General Immersive Role-Playing Large Language Models Meet Harry Potter: A Dataset for Aligning Dialogue Agents with Characters

Reference 17

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no resolver link, observed 2026-08-03T10:11:29.643420Z

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source=pdf_text observed=2026-08-03T10:11:29.643420Z digest=sha256:e4719fe23e3c9417bd598a152ed6eac97bc7982fd7df7db5d2c4aa003ce6a53f

Observation 229af461-a35e-4001-bb4c-7520774374b5 · outbound

This paper cites ChatHaruhi: Reviving Anime Character in Reality via Large Language Model.

AdaMARP: An Adaptive Multi-Agent Interaction Framework for General Immersive Role-Playing ChatHaruhi: Reviving Anime Character in Reality via Large Language Model

Reference 18

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source=pdf_text observed=2026-08-03T10:11:29.719633Z digest=sha256:88fb820d0cbb290f932dc40ad47f167d76ef8ad61c5a9d9d9690040423196abc

Observation dff731d1-c960-4db3-80ee-e0dbc22f3949 · outbound

This paper cites an unresolved cited work.

AdaMARP: An Adaptive Multi-Agent Interaction Framework for General Immersive Role-Playing Unresolved cited work

Reference 19

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no resolver link, observed 2026-08-03T10:11:29.781804Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T10:11:29.781804Z digest=sha256:4ad927ea8bf331c75c6ad33d8fef09402ef9df4ede9f7ad98afb920f312268d9

Observation 66cbcf7f-f039-4830-a690-1dbc6d81867d · outbound

This paper cites CharacterGLM: Customizing social characters with large language models.

AdaMARP: An Adaptive Multi-Agent Interaction Framework for General Immersive Role-Playing CharacterGLM: Customizing social characters with large language models

Reference 20

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no resolver link, observed 2026-08-03T10:11:29.870042Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T10:11:29.870042Z digest=sha256:c6ac397007c422ba50d13a1e62e56805244991a87edc6fb9dc20a67798bdb3f9

Observation c876ed4d-94d3-4b17-9172-5de6f9172ac6 · outbound

This paper cites Large Language Models are Superpositions of All Characters: Attaining Arbitrary Role-play via Self-Alignment.

AdaMARP: An Adaptive Multi-Agent Interaction Framework for General Immersive Role-Playing Large Language Models are Superpositions of All Characters: Attaining Arbitrary Role-play via Self-Alignment

Reference 21

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no resolver link, observed 2026-08-03T10:11:29.944723Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T10:11:29.944723Z digest=sha256:ab8e0cf8334ab515b1a770636774c5d7d41569af53e5df2cf178c34a71851ede

Observation 646260b5-13c4-4eac-a178-63fc1423fb83 · outbound

This paper cites CharacterBench: Benchmarking Character Customization of Large Language Models, 2024.

AdaMARP: An Adaptive Multi-Agent Interaction Framework for General Immersive Role-Playing CharacterBench: Benchmarking Character Customization of Large Language Models, 2024

Reference 22

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source=pdf_text observed=2026-08-03T10:11:30.026147Z digest=sha256:fb7e8e25438f0b58eff57930ed2d52a714a908bebd4724b21e0446bb64b8630e

Observation 66e3596c-f724-4edf-b0ce-9b56b8def843 · outbound

This paper cites CharacterEval: A Chinese Benchmark for Role-Playing Conversational Agent Evaluation.

AdaMARP: An Adaptive Multi-Agent Interaction Framework for General Immersive Role-Playing CharacterEval: A Chinese Benchmark for Role-Playing Conversational Agent Evaluation

Reference 23

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no resolver link, observed 2026-08-03T10:11:30.082074Z

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source=pdf_text observed=2026-08-03T10:11:30.082074Z digest=sha256:53f91bde895532ab908807bee956984d6a6bfe85c74c695073a3dccd5fcdb7da

Observation f6fb1569-1162-444d-9614-20112642e21d · outbound

This paper cites Crab: A Novel Configurable Role-Playing LLM with Assessing Benchmark.

AdaMARP: An Adaptive Multi-Agent Interaction Framework for General Immersive Role-Playing Crab: A Novel Configurable Role-Playing LLM with Assessing Benchmark

Reference 24

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T10:11:30.179067Z digest=sha256:fcd2c1efa947a9c2c193c514613041a3e8d52265c371df0ec238b45bb31c7d93

Observation 691c3b64-8a7d-403b-b71d-357fa163bb70 · outbound

This paper cites Capturing Minds, Not Just Words: Enhancing Role-Playing Language Models with Personality-Indicative Data.

AdaMARP: An Adaptive Multi-Agent Interaction Framework for General Immersive Role-Playing Capturing Minds, Not Just Words: Enhancing Role-Playing Language Models with Personality-Indicative Data

Reference 25

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no resolver link, observed 2026-08-03T10:11:30.260811Z

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T10:11:30.260811Z digest=sha256:f5909584da702e0dab2a6339ae61588a1d4287b97345fd7b662560ffaa2e44bc

Observation 84bb5823-4ffd-40d3-abb3-d75519d40e41 · outbound

This paper cites Crafting Customisable Characters with LLMs: A Persona-Driven Role-Playing Agent Framework.

AdaMARP: An Adaptive Multi-Agent Interaction Framework for General Immersive Role-Playing Crafting Customisable Characters with LLMs: A Persona-Driven Role-Playing Agent Framework

Reference 26

Resolution
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no resolver link, observed 2026-08-03T10:11:30.368324Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T10:11:30.368324Z digest=sha256:59eb77f9e359a1a29396939b6f1275f4a89312b36193451fe5ac2a982bbb82d9

Observation 6526c480-fc6d-4764-825b-2a1bef8f0eb1 · outbound

This paper cites Beyond Dialogue: A Profile-Dialogue Alignment Framework Towards General Role-Playing Language Model.

AdaMARP: An Adaptive Multi-Agent Interaction Framework for General Immersive Role-Playing Beyond Dialogue: A Profile-Dialogue Alignment Framework Towards General Role-Playing Language Model

Reference 27

Resolution
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no resolver link, observed 2026-08-03T10:11:30.424260Z

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T10:11:30.424260Z digest=sha256:a5e561074200446d4530e5ee1cfca0e1f23448686f519fc6815676e17aabda93

Observation a68564a3-c199-4e0d-a68e-a933d49de986 · outbound

This paper cites TailorRPA: A Retrieval-Based Framework for Eliciting Personalized and Coherent Role-Playing Agents in General Domain.

AdaMARP: An Adaptive Multi-Agent Interaction Framework for General Immersive Role-Playing TailorRPA: A Retrieval-Based Framework for Eliciting Personalized and Coherent Role-Playing Agents in General Domain

Reference 28

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no resolver link, observed 2026-08-03T10:11:30.477790Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T10:11:30.477790Z digest=sha256:997715a785d56f259f2323ef168937a0c5c8847ae3d369c7eac97bc878fd32f5

Observation d77a8594-5bf6-42d4-afbd-31a3d3161856 · outbound

This paper cites Enhancing Persona Consistency for LLMs’ Role-Playing using Persona-Aware Contrastive Learning.

AdaMARP: An Adaptive Multi-Agent Interaction Framework for General Immersive Role-Playing Enhancing Persona Consistency for LLMs’ Role-Playing using Persona-Aware Contrastive Learning

Reference 29

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no resolver link, observed 2026-08-03T10:11:30.551706Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T10:11:30.551706Z digest=sha256:8c0197adcac1dd9afd92101560b66bc0fe17b81ed25c13a3b2c2776ad1c41130

Observation 8a561497-95df-4cc8-ae59-6f21074f9c44 · outbound

This paper cites R-CHAR: A Metacognition-Driven Framework for Role-Playing in Large Language Models.

AdaMARP: An Adaptive Multi-Agent Interaction Framework for General Immersive Role-Playing R-CHAR: A Metacognition-Driven Framework for Role-Playing in Large Language Models

Reference 30

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no resolver link, observed 2026-08-03T10:11:30.627874Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T10:11:30.627874Z digest=sha256:f3c8b2c61cc4c120e870f5918b67c20bdfe8e9b5dfa6ecb50be852631326014c

Observation 93473830-86d4-4c2b-a750-e16e0193130b · outbound

This paper cites CPO: Addressing Reward Ambiguity in Role-playing Dialogue via Comparative Policy Optimization.

AdaMARP: An Adaptive Multi-Agent Interaction Framework for General Immersive Role-Playing CPO: Addressing Reward Ambiguity in Role-playing Dialogue via Comparative Policy Optimization

Reference 31

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T10:11:30.707328Z digest=sha256:72767454a1c7bf06240d657f730698ca72ada263bfcbde60ae5c422301332f74

Observation 29ce0536-e37a-48fe-b2dc-54bd5f84f20f · outbound

This paper cites Cog- Dual: Enhancing Dual Cognition of LLMs via Reinforcement Learning with Implicit Rule-Based Rewards.

AdaMARP: An Adaptive Multi-Agent Interaction Framework for General Immersive Role-Playing Cog- Dual: Enhancing Dual Cognition of LLMs via Reinforcement Learning with Implicit Rule-Based Rewards

Reference 32

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no resolver link, observed 2026-08-03T10:11:30.785589Z

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source=pdf_text observed=2026-08-03T10:11:30.785589Z digest=sha256:9e4a89d634a97b89bbf7d63628d4e78025f298f9719d0c3ed5513d23c3a28eb1

Observation 9094cec9-d0b8-4ebd-9738-224eeb65bba3 · outbound

This paper cites Let Your Characters Tell Their Story.

AdaMARP: An Adaptive Multi-Agent Interaction Framework for General Immersive Role-Playing Let Your Characters Tell Their Story

Reference 33

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malformed identifier
no resolver link, observed 2026-08-03T10:11:30.862292Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T10:11:30.862292Z digest=sha256:d1de353c248698880ae98c8a3479064b88e953f6d8fbe86101b45ddddf7ed846

Observation cf1adc68-9e2c-4057-8757-c60d5972372a · outbound

This paper cites CharacterGLM: Customizing Social Characters with Large 13 AdaMARP Language Models.

AdaMARP: An Adaptive Multi-Agent Interaction Framework for General Immersive Role-Playing CharacterGLM: Customizing Social Characters with Large 13 AdaMARP Language Models

Reference 34

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no resolver link, observed 2026-08-03T10:11:30.969195Z

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source=pdf_text observed=2026-08-03T10:11:30.969195Z digest=sha256:367a1d8488b640bac186011aaa9e95bb4142a08134950fd5e65f6b7fd546d76b

Observation 212a03e2-4156-4aa1-80c9-b544cc251a44 · outbound

This paper cites Evaluating Character Understanding of Large Language Models via Character Profiling from Fictional Works.

AdaMARP: An Adaptive Multi-Agent Interaction Framework for General Immersive Role-Playing Evaluating Character Understanding of Large Language Models via Character Profiling from Fictional Works

Reference 35

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no resolver link, observed 2026-08-03T10:11:31.048124Z

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source=pdf_text observed=2026-08-03T10:11:31.048124Z digest=sha256:96303d6357b6578857a532032688205690aaf1e6a6aa20505a3c22e1b5db7437

Observation a679b3ed-f52a-45a3-a112-98e912a26efe · outbound

This paper cites TimeChara: Evaluating Point-in-Time Character Hallucination of Role-Playing Large Language Models.

AdaMARP: An Adaptive Multi-Agent Interaction Framework for General Immersive Role-Playing TimeChara: Evaluating Point-in-Time Character Hallucination of Role-Playing Large Language Models

Reference 36

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Observation 8f905187-0e47-4fa0-8707-f0599d70f79d · outbound

This paper cites PersonaGym: Evaluating Persona Agents and LLMs.

AdaMARP: An Adaptive Multi-Agent Interaction Framework for General Immersive Role-Playing PersonaGym: Evaluating Persona Agents and LLMs

Reference 37

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source=pdf_text observed=2026-08-03T10:11:31.226643Z digest=sha256:53e9445402535566ceab223401efa223c3cb56ad01416f3ec1d3dd46d0eb4f9e

Observation 72ce22d8-29ce-4e32-8c42-69fc88bc8e30 · outbound

This paper cites RolePlot: A Systematic Framework for Evaluating and Enhancing the Plot-Progression Capabilities of Role- Playing Agents.

AdaMARP: An Adaptive Multi-Agent Interaction Framework for General Immersive Role-Playing RolePlot: A Systematic Framework for Evaluating and Enhancing the Plot-Progression Capabilities of Role- Playing Agents

Reference 38

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source=pdf_text observed=2026-08-03T10:11:31.404329Z digest=sha256:40d72fe9f217c8e38d03b42114ba60b571cc292f1e83c1fa3f822d4756c55cec

Observation dfb52a8f-46d9-4e00-b68a-ee029494ee53 · outbound

This paper cites RoleMRC: A Fine- Grained Composite Benchmark for Role-Playing and Instruction-Following.

AdaMARP: An Adaptive Multi-Agent Interaction Framework for General Immersive Role-Playing RoleMRC: A Fine- Grained Composite Benchmark for Role-Playing and Instruction-Following

Reference 39

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source=pdf_text observed=2026-08-03T10:11:31.567644Z digest=sha256:35d97abcfd69a5124a473e17730473b2f189825961b0d7bc846e33a317b3e37f

Observation 99d5898c-122b-456e-8a98-29515234bf73 · outbound

This paper cites GPT-4 Technical Report.

AdaMARP: An Adaptive Multi-Agent Interaction Framework for General Immersive Role-Playing GPT-4 Technical Report

Reference 40

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source=pdf_text observed=2026-08-03T10:11:31.720143Z digest=sha256:a80b56ee592f4c91befcdc7b2f9c0af247bcad533a6a2540470c2f9d3e95cc9e

Observation 8c148ab3-9dda-4483-b01c-12033b471db0 · outbound

This paper cites Gpt-5 system card.

AdaMARP: An Adaptive Multi-Agent Interaction Framework for General Immersive Role-Playing Gpt-5 system card

Reference 41

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source=pdf_text observed=2026-08-03T10:11:31.897252Z digest=sha256:4dd4bb4412a58dc6dff1eae79d62622418653c79ee4dd371e141dbcacfb5cf9c

Observation 1db3ec0f-970e-48b3-8854-d0747a2cbc44 · outbound

This paper cites Gemini 2.5: Pushing the Frontier with Advanced Reasoning, Multimodality, Long Context, and Next Generation Agentic Capabilities.

AdaMARP: An Adaptive Multi-Agent Interaction Framework for General Immersive Role-Playing Gemini 2.5: Pushing the Frontier with Advanced Reasoning, Multimodality, Long Context, and Next Generation Agentic Capabilities

Reference 42

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source=pdf_text observed=2026-08-03T10:11:32.054671Z digest=sha256:d37911f61dd1d75aa06a5c31f7344d250e7971a16b2bbb78577681f88943a770

Observation e7dec39e-906f-4092-b23e-0fc4313a7bea · outbound

This paper cites Claude 4 model family.https://www.anthropic.com, 2024.

AdaMARP: An Adaptive Multi-Agent Interaction Framework for General Immersive Role-Playing Claude 4 model family.https://www.anthropic.com, 2024

Reference 43

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source=pdf_text observed=2026-08-03T10:11:32.132660Z digest=sha256:5ca79aa23b175fe3a8d267cc84d75549114714a3b4939d5d4cfdc3cf711d2cb9

Observation bf59555a-62c0-4f2b-8470-ec9265fa00a5 · outbound

This paper cites Doubao large language models.

AdaMARP: An Adaptive Multi-Agent Interaction Framework for General Immersive Role-Playing Doubao large language models

Reference 44

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source=pdf_text observed=2026-08-03T10:11:32.214890Z digest=sha256:b2ffea9dcb129802c646a070711a43dbd7f15199611e72f49509dcb59435bc8c

Observation cbc463e8-e206-476f-85d1-9b3079347dec · outbound

This paper cites Qwen2.5 Technical Report.

AdaMARP: An Adaptive Multi-Agent Interaction Framework for General Immersive Role-Playing Qwen2.5 Technical Report

Reference 45

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source=pdf_text observed=2026-08-03T10:11:32.273050Z digest=sha256:2e932d92ac7f9157e99683f53c6af11e4519acaf70470d34918d919416ba511a

Observation b502517e-65a6-467d-ae26-e84830420861 · outbound

This paper cites The Llama 3 Herd of Models.

AdaMARP: An Adaptive Multi-Agent Interaction Framework for General Immersive Role-Playing The Llama 3 Herd of Models

Reference 46

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source=pdf_text observed=2026-08-03T10:11:32.350037Z digest=sha256:6256a8816a7ee28602eb4b61b72775cf71718e3c49f8885e2f0c7d39eac649b6

Observation bb6102eb-40b2-4cea-9048-226efcb28b10 · outbound

This paper cites Qwen3 Technical Report.

AdaMARP: An Adaptive Multi-Agent Interaction Framework for General Immersive Role-Playing Qwen3 Technical Report

Reference 47

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source=pdf_text observed=2026-08-03T10:11:32.426281Z digest=sha256:cefcd0f1c16b91d479c9e0969b8c623c773356e74c9747f8f455ae01070ddba9

Observation 09735185-78fb-4b27-a1b7-924ec3dbc5f7 · outbound

This paper cites Tulu 3: Pushing Frontiers in Open Language Model Post-Training.

AdaMARP: An Adaptive Multi-Agent Interaction Framework for General Immersive Role-Playing Tulu 3: Pushing Frontiers in Open Language Model Post-Training

Reference 48

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source=pdf_text observed=2026-08-03T10:11:32.537149Z digest=sha256:9a793f16d0e00f9b90834ec0553d7c7c13c197306516ece582d50181ca48ac31

Observation fe3ad235-0eb9-4c54-b6a2-b7579e601067 · outbound

This paper cites Towards joint intent detection and slot filling via higher-order attention.

AdaMARP: An Adaptive Multi-Agent Interaction Framework for General Immersive Role-Playing Towards joint intent detection and slot filling via higher-order attention

Reference 49

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source=pdf_text observed=2026-08-03T10:11:32.626192Z digest=sha256:ad7bfdab1627acbe07af385bc46bee03f64d2004bce827e4539a2d56778b11fc

Observation bbd13ab3-a533-4a5d-baa2-0eb8b77b59b7 · outbound

This paper cites Zero-shot spoken language understanding via large language models: A preliminary study.

AdaMARP: An Adaptive Multi-Agent Interaction Framework for General Immersive Role-Playing Zero-shot spoken language understanding via large language models: A preliminary study

Reference 50

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source=pdf_text observed=2026-08-03T10:11:32.703081Z digest=sha256:6b071c8cbfe1aa0c195523a14c5fd7e9ce63349733a8b32369d83c4fc9cd554c

Observation 9f4a74f5-8c95-46a6-b6b2-0a73253da783 · outbound

This paper cites Towards unified spoken language understanding decoding via label-aware compact linguistics representations.

AdaMARP: An Adaptive Multi-Agent Interaction Framework for General Immersive Role-Playing Towards unified spoken language understanding decoding via label-aware compact linguistics representations

Reference 51

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source=pdf_text observed=2026-08-03T10:11:32.876794Z digest=sha256:d8f83ed1c14869d5aec28c4dd7b82fc3cf24fd0a4acc6cf34a9681772c70ad76

Observation 3e128bd6-34e9-4320-ad75-1d2faf846a35 · outbound

This paper cites Enhancing code-switching for cross-lingual slu: A unified view of semantic and grammatical coherence.

AdaMARP: An Adaptive Multi-Agent Interaction Framework for General Immersive Role-Playing Enhancing code-switching for cross-lingual slu: A unified view of semantic and grammatical coherence

Reference 52

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source=pdf_text observed=2026-08-03T10:11:33.051982Z digest=sha256:b6ed954bc0ede90504e492811223742ff34142ea4226505de2ebb86b61e8cdaf

Observation 2c501649-f007-428b-9ba5-4c423c378524 · outbound

This paper cites LiteVL: Efficient Video-Language Learning with Enhanced Spatial-Temporal Modeling.

AdaMARP: An Adaptive Multi-Agent Interaction Framework for General Immersive Role-Playing LiteVL: Efficient Video-Language Learning with Enhanced Spatial-Temporal Modeling

Reference 53

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source=pdf_text observed=2026-08-03T10:11:33.162900Z digest=sha256:037ed0694b43874ea8b925257c2f532d36bd35a972de59128cb4f3a1c28c3a33

Observation 309a0100-e184-471d-9ef4-e75200ffcfdb · outbound

This paper cites Mix before align: Towards zero-shot cross-lingual sentiment analysis via soft-mix and multi-view learning.

AdaMARP: An Adaptive Multi-Agent Interaction Framework for General Immersive Role-Playing Mix before align: Towards zero-shot cross-lingual sentiment analysis via soft-mix and multi-view learning

Reference 54

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source=pdf_text observed=2026-08-03T10:11:33.373375Z digest=sha256:590ca86dcf9b3bd97209886f5389086f6f57fb63c8af59681fa985c24d820e6e

Observation 6cc0e67c-de9b-4535-9784-1a2b27bb1cd5 · outbound

This paper cites Mclf: A multi-grained contrastive learning framework for asr-robust spoken language understanding.

AdaMARP: An Adaptive Multi-Agent Interaction Framework for General Immersive Role-Playing Mclf: A multi-grained contrastive learning framework for asr-robust spoken language understanding

Reference 55

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source=pdf_text observed=2026-08-03T10:11:33.460716Z digest=sha256:0e639ca7e8123340fc9b10bc71a82e7e2e30ad77a5ab8b20e5202fc12377edb2

Observation 27591201-e81b-47a1-91e9-1f5250467425 · outbound

This paper cites Fixed 2 ∗.

AdaMARP: An Adaptive Multi-Agent Interaction Framework for General Immersive Role-Playing Fixed 2 ∗

Reference 56

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source=pdf_text observed=2026-08-03T10:11:33.523273Z digest=sha256:831f3485d1ef92b470098b4e32a3c616af5bb884ff42bd179a8af25fcd282505

Observation c752ddb1-8d29-410a-a4a8-40612b87b40b · outbound

This paper cites He dresses casually—rolled sleeves, weathered bracelets, and a small scar above his right brow hint at a life shaped by the sea.

AdaMARP: An Adaptive Multi-Agent Interaction Framework for General Immersive Role-Playing He dresses casually—rolled sleeves, weathered bracelets, and a small scar above his right brow hint at a life shaped by the sea

Reference 57

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source=pdf_text observed=2026-08-03T10:11:33.572808Z digest=sha256:760dcbfd49a2fd4530d81eab1aa2fc5ed787b5a8d7aa52976898aa9491031717

Observation 43c84da5-1955-45ae-9716-7bb788ceb2c6 · outbound

This paper cites And what if I told you, Amaris, that this stu- dio isn’t just a place of creation? It’s also a sanctuary for letting down our guard.

AdaMARP: An Adaptive Multi-Agent Interaction Framework for General Immersive Role-Playing And what if I told you, Amaris, that this stu- dio isn’t just a place of creation? It’s also a sanctuary for letting down our guard

Reference 58

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source=pdf_text observed=2026-08-03T10:11:33.646209Z digest=sha256:0db017ee06c4b819fd8b462cfab75e9603e7ee9ad75b02a4b98af73c07f1fbb7

Observation fb0e763e-6d97-4479-9454-6c4673c505f3 · outbound

This paper cites switch_scene.

AdaMARP: An Adaptive Multi-Agent Interaction Framework for General Immersive Role-Playing switch_scene

Reference 60

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source=pdf_text observed=2026-08-03T10:11:33.951021Z digest=sha256:9dd50d9d53c04e044e939a202ef870d223a1a0534f432ddb0ab9d5786e890853

Observation e1f65e13-9031-4962-88e8-047a74c40f34 · outbound

This paper cites add_role.

AdaMARP: An Adaptive Multi-Agent Interaction Framework for General Immersive Role-Playing add_role

Reference 61

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source=pdf_text observed=2026-08-03T10:11:34.121042Z digest=sha256:c508cb560a61be6b788c2f70895ac16c26d65dfc359cd056ebcf62b2b430669a

Observation 472d7185-89a9-41f4-a064-99786a20509f · outbound

This paper cites pick_speaker.

AdaMARP: An Adaptive Multi-Agent Interaction Framework for General Immersive Role-Playing pick_speaker

Reference 62

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source=pdf_text observed=2026-08-03T10:11:34.241187Z digest=sha256:7fb1ce4efc5353dcfe91d06bd98603504a61d1e9b2a4f8752988a6ab5239cf12

Observation 4c185c2f-fbce-4105-bf1f-71f8a34ec513 · outbound

This paper cites an unresolved cited work.

AdaMARP: An Adaptive Multi-Agent Interaction Framework for General Immersive Role-Playing Unresolved cited work

Reference 63

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source=pdf_text observed=2026-08-03T10:11:34.391621Z digest=sha256:7c7b9ecb24937b9233e59d18df4eec223609ec50c7263162355cc9d7c0811303

Observation e6e2eb8d-3d91-4218-87c9-2a6deeb90f44 · outbound

This paper cites switch_scene.

AdaMARP: An Adaptive Multi-Agent Interaction Framework for General Immersive Role-Playing switch_scene

Reference 64

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source=pdf_text observed=2026-08-03T10:11:34.506185Z digest=sha256:d83cbaeb61d9230a9e33a671d1236c1f3b81052cc686cb278005daa8b662313b

Observation 1a90d0f6-062d-4138-b2bc-235176d468d8 · outbound

This paper cites add_role.

AdaMARP: An Adaptive Multi-Agent Interaction Framework for General Immersive Role-Playing add_role

Reference 65

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source=pdf_text observed=2026-08-03T10:11:34.619350Z digest=sha256:925b821571f198460cdc901a74a736d60972c6fe565b5553778c1158b7321a0e

Observation ca6ef100-734b-4d84-a4a8-eb5681f8029a · outbound

This paper cites pick_speaker.

AdaMARP: An Adaptive Multi-Agent Interaction Framework for General Immersive Role-Playing pick_speaker

Reference 66

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source=pdf_text observed=2026-08-03T10:11:34.750224Z digest=sha256:fd6207f93f221fa462eb127e98d4de702d74c99ab7ff38eca24abdb1f5e8e164

Observation 5f6425c3-e142-4d4f-a876-3153d3a67aff · outbound

This paper cites Prefer chapter titles or explicit section headers.

AdaMARP: An Adaptive Multi-Agent Interaction Framework for General Immersive Role-Playing Prefer chapter titles or explicit section headers

Reference 67

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source=pdf_text observed=2026-08-03T10:11:34.876768Z digest=sha256:3487e3889ade964cf5bc34967688c996eaa16ceb09c36dd9d8c92c9cdb0ae377

Observation 59f2e38f-fb62-483a-b735-d9b53a482c78 · outbound

This paper cites state" as.

AdaMARP: An Adaptive Multi-Agent Interaction Framework for General Immersive Role-Playing state" as

Reference 68

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source=pdf_text observed=2026-08-03T10:11:35.000021Z digest=sha256:78be23f4144168b842ee2f39227b9a3d73fca082be095513807c2c9a84f05a32

Observation 171a79b5-0fe9-41e4-a234-2d0b2e4fc569 · outbound

This paper cites For each plot, generate its summary, score its prominence.

AdaMARP: An Adaptive Multi-Agent Interaction Framework for General Immersive Role-Playing For each plot, generate its summary, score its prominence

Reference 69

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source=pdf_text observed=2026-08-03T10:11:35.117175Z digest=sha256:ae9d0e71b236ecda7b5e05b76ade0e6444de588cadde655a4d4e93289317d865

Observation af927f2d-36dc-4ad8-accd-793513186f16 · outbound

This paper cites I", "me",.

AdaMARP: An Adaptive Multi-Agent Interaction Framework for General Immersive Role-Playing I", "me",

Reference 70

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source=pdf_text observed=2026-08-03T10:11:35.189285Z digest=sha256:1ce47057b236f9338b0bc68602b2abc9265984417a4dd911eac18c20b0779462

Observation e05f9b21-3ebe-4e15-9f67-5f5facdff685 · outbound

This paper cites chapter_beginnings.

AdaMARP: An Adaptive Multi-Agent Interaction Framework for General Immersive Role-Playing chapter_beginnings

Reference 71

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source=pdf_text observed=2026-08-03T10:11:35.295650Z digest=sha256:afb07f2678bc7efacd11d77bc7c81dffd6f5ab62c60e44079a8e8a755c0bef12

Observation 9179cfcc-7f6f-4a2c-9ca5-bcc1d3861b32 · outbound

This paper cites an unresolved cited work.

AdaMARP: An Adaptive Multi-Agent Interaction Framework for General Immersive Role-Playing Unresolved cited work

Reference 72

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source=pdf_text observed=2026-08-03T10:11:35.385187Z digest=sha256:9367a40a53b486914cb6a31bb53520a865f80f540fc51da2bec5242e57a2e538

Observation 19e55d8c-43b5-46f5-ba74-e6de21a63506 · outbound

This paper cites an unresolved cited work.

AdaMARP: An Adaptive Multi-Agent Interaction Framework for General Immersive Role-Playing Unresolved cited work

Reference 73

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source=pdf_text observed=2026-08-03T10:11:35.540432Z digest=sha256:2e8500e3a980a4571b7415ca16c53784d0e9465c18b92e963bc6b35a156be1ec

Observation 62efa54d-5df3-4d94-8b8d-502489e7bd52 · outbound

This paper cites an unresolved cited work.

AdaMARP: An Adaptive Multi-Agent Interaction Framework for General Immersive Role-Playing Unresolved cited work

Reference 74

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source=pdf_text observed=2026-08-03T10:11:35.636057Z digest=sha256:318293741e2cc3a58e56efcc2ed0b9878345e14dff2878c659c584bcff101d97

Observation 82b723d1-4cce-4151-be73-87f2bced4eab · outbound

This paper cites Avoid introducing plots that are out of context.

AdaMARP: An Adaptive Multi-Agent Interaction Framework for General Immersive Role-Playing Avoid introducing plots that are out of context

Reference 75

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source=pdf_text observed=2026-08-03T10:11:35.744953Z digest=sha256:486268fda6be089007878f8a7e9d86c5db0bfbbaa8c7946040330ee7fb7c19ef

Observation 8be6d36e-1964-46a2-abd5-462041da311a · outbound

This paper cites chapter_beginnings.beginning_sentence.

AdaMARP: An Adaptive Multi-Agent Interaction Framework for General Immersive Role-Playing chapter_beginnings.beginning_sentence

Reference 76

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T10:11:35.849988Z digest=sha256:d928699a39668f6d77785d4ac3139e8a8bb73fe748c1d8aff857e9ac783c39b1

Observation 2f6799fb-9bd8-4a8c-b206-37de79280afc · outbound

This paper cites an unresolved cited work.

AdaMARP: An Adaptive Multi-Agent Interaction Framework for General Immersive Role-Playing Unresolved cited work

Reference 77

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T10:11:35.998559Z digest=sha256:f93b0dbd0adcc33c40970d1c90ee2e77811394f3b723393bec50edbc326cb475

Observation 3145c351-882b-483d-9add-4e4221a2f156 · outbound

This paper cites an unresolved cited work.

AdaMARP: An Adaptive Multi-Agent Interaction Framework for General Immersive Role-Playing Unresolved cited work

Reference 78

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no resolver link, observed 2026-08-03T10:11:36.105967Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T10:11:36.105967Z digest=sha256:06e399313d595e4a255a18c73aa8688939bb52329339d789a8ce4c3ac5558879

Observation ebc49d18-6b20-4dfc-9212-d792a3a7a3fb · outbound

This paper cites (Requirement: 1-several complete natural-language sentences with both density and vivid imagery).

AdaMARP: An Adaptive Multi-Agent Interaction Framework for General Immersive Role-Playing (Requirement: 1-several complete natural-language sentences with both density and vivid imagery)

Reference 79

Resolution
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no resolver link, observed 2026-08-03T10:11:36.298397Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T10:11:36.298397Z digest=sha256:4f610390988f6e79758a422d1f822193a5672f959e0622f33aa4349e5577286a

Observation a3126770-d1bc-449d-a183-2576919e752c · outbound

This paper cites (Requirement: Highlight traits that show up in dialogue).

AdaMARP: An Adaptive Multi-Agent Interaction Framework for General Immersive Role-Playing (Requirement: Highlight traits that show up in dialogue)

Reference 80

Resolution
unresolved
no resolver link, observed 2026-08-03T10:11:36.475728Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T10:11:36.475728Z digest=sha256:cd1b9663e4961597641f18b6568dd7c260e3ca3741b4f7b7d18440bc351de989

Observation a43085f9-ec43-4e56-9925-21c6d21ad8d1 · outbound

This paper cites (Requirement: Provide 2-4 specific, actionable descriptions).

AdaMARP: An Adaptive Multi-Agent Interaction Framework for General Immersive Role-Playing (Requirement: Provide 2-4 specific, actionable descriptions)

Reference 81

Resolution
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no resolver link, observed 2026-08-03T10:11:36.601118Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T10:11:36.601118Z digest=sha256:7c457f194e22103a36d046e9423dddb878a7a8d806be61d37c8a28b285c4950e

Observation ffeae364-d536-44ec-8aa5-3949404ca3b4 · outbound

This paper cites (Requirement: These should matter in the plot).

AdaMARP: An Adaptive Multi-Agent Interaction Framework for General Immersive Role-Playing (Requirement: These should matter in the plot)

Reference 82

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no resolver link, observed 2026-08-03T10:11:36.808676Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T10:11:36.808676Z digest=sha256:07028c2f3421e351b0da390bb0d897f4efe0f3812cfb75f8e791b7a1e18b0d6d

Observation 161c6149-7671-4e85-aa59-cdf06d61cd5e · outbound

This paper cites (Requirement: Emphasize factors relevant to this character's story).

AdaMARP: An Adaptive Multi-Agent Interaction Framework for General Immersive Role-Playing (Requirement: Emphasize factors relevant to this character's story)

Reference 83

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no resolver link, observed 2026-08-03T10:11:36.995396Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T10:11:36.995396Z digest=sha256:09fd13ea6e7e0db2819f5b70065d08766012508ee82038606ab536a763f3c709

Observation 2451eb8b-8605-4eda-a242-120099ddb32b · outbound

This paper cites an unresolved cited work.

AdaMARP: An Adaptive Multi-Agent Interaction Framework for General Immersive Role-Playing Unresolved cited work

Reference 84

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no resolver link, observed 2026-08-03T10:11:37.141674Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T10:11:37.141674Z digest=sha256:d465bbe563aaaf79e951836f2d1e493736ab888ad1a66cff2891d925ef596ce3

Observation de803275-313c-4b7c-ab61-1a1ef82461ee · outbound

This paper cites name": "Character Name.

AdaMARP: An Adaptive Multi-Agent Interaction Framework for General Immersive Role-Playing name": "Character Name

Reference 85

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no resolver link, observed 2026-08-03T10:11:37.281851Z

Source-reported events for the cited work

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source=pdf_text observed=2026-08-03T10:11:37.281851Z digest=sha256:7ecffea7803fb001d43e0a29f7c86c48840fe5a1aab9641beb3f2da5a8be273f

Observation e951d0f7-f181-4d72-b9eb-d2d44014f1bb · outbound

This paper cites an unresolved cited work.

AdaMARP: An Adaptive Multi-Agent Interaction Framework for General Immersive Role-Playing Unresolved cited work

Reference 86

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no resolver link, observed 2026-08-03T10:11:37.416294Z

Source-reported events for the cited work

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source=pdf_text observed=2026-08-03T10:11:37.416294Z digest=sha256:f4b55f84b121a6d9a9cd0adc56f52f6f7df2b3f97b4595dfd7d530e7de04b0c6

Observation bb738c97-fb00-4d31-8e79-d923b24d318c · outbound

This paper cites an unresolved cited work.

AdaMARP: An Adaptive Multi-Agent Interaction Framework for General Immersive Role-Playing Unresolved cited work

Reference 87

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no resolver link, observed 2026-08-03T10:11:37.554188Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T10:11:37.554188Z digest=sha256:6c31ad9727acf94a8ffbfffe7effbab17a747f28009e531bd16f191b98f0cc69

Observation a3d43c3c-385b-467b-9bce-2c5ad175d703 · outbound

This paper cites an unresolved cited work.

AdaMARP: An Adaptive Multi-Agent Interaction Framework for General Immersive Role-Playing Unresolved cited work

Reference 88

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no resolver link, observed 2026-08-03T10:11:37.653189Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T10:11:37.653189Z digest=sha256:b733c712fddb211b0a7900e81c5af9711b187fbb22baf0f5f70be658fbf6c3ec

Observation 2dff88d3-2389-4192-a48a-40b8b9374851 · outbound

This paper cites Role_NAME is chosen to speak next.

AdaMARP: An Adaptive Multi-Agent Interaction Framework for General Immersive Role-Playing Role_NAME is chosen to speak next

Reference 89

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no resolver link, observed 2026-08-03T10:11:37.715209Z

Source-reported events for the cited work

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source=pdf_text observed=2026-08-03T10:11:37.715209Z digest=sha256:fe25079e2a033e275c72dcfbc9dafff8c04971749041c5c34cb16c241a055b5b

Observation aca062b3-edb7-49ea-9cae-2de33c1ddb69 · outbound

This paper cites an unresolved cited work.

AdaMARP: An Adaptive Multi-Agent Interaction Framework for General Immersive Role-Playing Unresolved cited work

Reference 90

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Source-reported events for the cited work

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source=pdf_text observed=2026-08-03T10:11:37.787236Z digest=sha256:13da886d51fd7034c7be265f4ea4817772e03cd96ae4cfee5455baf8604116cf

Observation 97f921ee-fe52-47ca-becf-b66cafc056d7 · outbound

This paper cites an unresolved cited work.

AdaMARP: An Adaptive Multi-Agent Interaction Framework for General Immersive Role-Playing Unresolved cited work

Reference 91

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no resolver link, observed 2026-08-03T10:11:37.889957Z

Source-reported events for the cited work

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source=pdf_text observed=2026-08-03T10:11:37.889957Z digest=sha256:df4f7b68b4cd3fdec3616f8072a4c83ab7310af1865f2f045689c191e2bea139

Observation 023fd82b-6136-487e-a8e9-bd8838b5366d · outbound

This paper cites character persona.

AdaMARP: An Adaptive Multi-Agent Interaction Framework for General Immersive Role-Playing character persona

Reference 92

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no resolver link, observed 2026-08-03T10:11:37.995258Z

Source-reported events for the cited work

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source=pdf_text observed=2026-08-03T10:11:37.995258Z digest=sha256:87adf6141e0a622c3530963ae23febcf5e7bdcbad066a1404d7c02fbe71010da

Observation a9193eb8-eb40-46d9-a522-3efc51808352 · outbound

This paper cites I must remain calm.

AdaMARP: An Adaptive Multi-Agent Interaction Framework for General Immersive Role-Playing I must remain calm

Reference 93

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no resolver link, observed 2026-08-03T10:11:38.070999Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T10:11:38.070999Z digest=sha256:736b62a71dbba34fd6ea31fad8b264fa7b7b60a7984ebe443e4115f3412d658b

Observation 5a3711cf-19bd-40f1-89ea-410badd393cb · outbound

This paper cites AI Assistant.

AdaMARP: An Adaptive Multi-Agent Interaction Framework for General Immersive Role-Playing AI Assistant

Reference 94

Resolution
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no resolver link, observed 2026-08-03T10:11:38.165646Z

Source-reported events for the cited work

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source=pdf_text observed=2026-08-03T10:11:38.165646Z digest=sha256:540bc215f4cda043fc87ed355529446d4963cc3eda736938fd1ec75eea7cf532

Observation 39f43e69-40cc-4d69-a868-92d9f2e86e03 · outbound

This paper cites AI-speak.

AdaMARP: An Adaptive Multi-Agent Interaction Framework for General Immersive Role-Playing AI-speak

Reference 95

Resolution
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no resolver link, observed 2026-08-03T10:11:38.255934Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T10:11:38.255934Z digest=sha256:529bfd0590279dcfca0c34560f76dc767b99b6d517a911d6aaf23d6e6a582e50

Observation 36ca7cf6-9c1e-4679-b1bb-92976960c227 · outbound

This paper cites - **Background Consistency**: Behavior fits age, class, and history (e.g., an old- fashioned character shouldn't use modern Gen-Z slang unless specified).

AdaMARP: An Adaptive Multi-Agent Interaction Framework for General Immersive Role-Playing - **Background Consistency**: Behavior fits age, class, and history (e.g., an old- fashioned character shouldn't use modern Gen-Z slang unless specified)

Reference 96

Resolution
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no resolver link, observed 2026-08-03T10:11:38.454354Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T10:11:38.454354Z digest=sha256:c7b18dbf4d8414775cdb8b90472012fa72b8cd648e9bbf22090ab3966292800a

Observation 9853bdd9-d925-4dda-9138-861d13f1101b · outbound

This paper cites find the truth.

AdaMARP: An Adaptive Multi-Agent Interaction Framework for General Immersive Role-Playing find the truth

Reference 97

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no resolver link, observed 2026-08-03T10:11:38.611211Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T10:11:38.611211Z digest=sha256:d708d7061bfaf169d8cb93d9c83a88135c9e8b7566cdf3fa1433b92e70870c9f

Observation 7208cf8d-21ba-43d3-bc96-2ca05bea191c · outbound

This paper cites seeing details.

AdaMARP: An Adaptive Multi-Agent Interaction Framework for General Immersive Role-Playing seeing details

Reference 98

Resolution
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no resolver link, observed 2026-08-03T10:11:38.777479Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T10:11:38.777479Z digest=sha256:9d0fe49819388d0f335446edb146d5e33bc6bff3835908f4642f50f4bfa18150

Observation faced548-d69b-45fd-a9d7-a6e3cc783679 · outbound

This paper cites listening.

AdaMARP: An Adaptive Multi-Agent Interaction Framework for General Immersive Role-Playing listening

Reference 99

Resolution
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no resolver link, observed 2026-08-03T10:11:38.902422Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T10:11:38.902422Z digest=sha256:a8b3db1b53a15a2dc1fa2b7ea9ff0e8dcc69fa6bb77c41a5c0ce754adc2e8520

Observation 5a34996d-379b-4cf9-a587-6ae1229f2c6c · outbound

This paper cites - **Logical Continuity**: Reacts reasonably to others'Actions (e.g., if handed an object, the character accepts/rejects it, doesn't ignore it).

AdaMARP: An Adaptive Multi-Agent Interaction Framework for General Immersive Role-Playing - **Logical Continuity**: Reacts reasonably to others'Actions (e.g., if handed an object, the character accepts/rejects it, doesn't ignore it)

Reference 100

Resolution
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no resolver link, observed 2026-08-03T10:11:39.003579Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T10:11:39.003579Z digest=sha256:8269477420cb7bed7b92d5b16cc61a413e073f0b8861dd7352d46ab9647f041f

Observation b57a946c-c138-40b3-b21b-adf2d94892ab · outbound

This paper cites - **Dynamic Change**: Attitude shifts with plot (e.g., suspicion -> temporary cooperation), not static.

AdaMARP: An Adaptive Multi-Agent Interaction Framework for General Immersive Role-Playing - **Dynamic Change**: Attitude shifts with plot (e.g., suspicion -> temporary cooperation), not static

Reference 101

Resolution
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no resolver link, observed 2026-08-03T10:11:39.135138Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T10:11:39.135138Z digest=sha256:04474fc24bfd2c105e0be6f14d02e4ab7c3ff1cdadc9d2cae6ab9de07d47bea3

Pith citing papers

Observation 77afa3fd-d13b-4c3b-b9c4-a0ab2b8e7911 · inbound

PlanViz: Evaluating Planning-Oriented Image Generation and Editing for Computer-Use Tasks cites this paper.

PlanViz: Evaluating Planning-Oriented Image Generation and Editing for Computer-Use Tasks AdaMARP: An Adaptive Multi-Agent Interaction Framework for General Immersive Role-Playing

Reference 51

Resolution
verified exact
arxiv_id, observed 2026-07-30T02:04:30.425241Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-16T07:00:18.807922Z digest=sha256:8587b9d7b0895e1d5ae80cf807b78425999ce8295969d6e80171397ac4c53699