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Paper Citation Record · LEDGER

Acting Less is Reasoning More! Teaching Model to Act Efficiently

As of 13 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 33 inbound Pith citation observations for arXiv:2504.14870.

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

pith.paper-citation-record.v1
2504.14870 v2

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 33 of 33 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-12T06:34:41.77262+00:00

measured 33 of 33 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T15:06:07.633692Z

measured 1 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Reference resolution

0 of 0 outbound references displayed

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External citation measurements

1
arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Outbound references

No outbound reference observations are available for this paper version.

Pith citing papers

Observation 9a417cb6-26d2-4966-bf7f-b9f010336d35 · inbound

WebThinker: Empowering Large Reasoning Models with Deep Research Capability cites this paper.

WebThinker: Empowering Large Reasoning Models with Deep Research Capability Acting Less is Reasoning More! Teaching Model to Act Efficiently

Reference 50

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arxiv_id, observed 2026-05-16T19:14:25.437171Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-05-16T19:14:25.283645Z digest=sha256:a43bd45e246787c7bec7c4fa1af7b899ffefe0de0983c4f5245b5ee50d7ec47d

Observation 25801a6e-3d40-43d4-a281-109e99c7bb6b · inbound

Group-in-Group Policy Optimization for LLM Agent Training cites this paper.

Group-in-Group Policy Optimization for LLM Agent Training Acting Less is Reasoning More! Teaching Model to Act Efficiently

Reference 61

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arxiv_id, observed 2026-05-11T09:15:08.566280Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-05-11T09:15:08.193357Z digest=sha256:d821a94300823126c3514e689286cc3fca31107e1227534b38e71637de8b60d0

Observation e3927b1f-8cf6-41e1-a29e-5b85e26a419c · inbound

Tool-Star: Empowering LLM-Brained Multi-Tool Reasoner via Reinforcement Learning cites this paper.

Tool-Star: Empowering LLM-Brained Multi-Tool Reasoner via Reinforcement Learning Acting Less is Reasoning More! Teaching Model to Act Efficiently

Reference 64

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no resolver link, observed 2026-08-07T15:06:07.633692Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T15:06:07.633692Z digest=sha256:4cebedbb91ac7c6d8c22ffa02b2a1cf5acf02d99585dcf8fe91bff23c16c5baa

Observation 0697b45e-9ee4-4e7f-8c83-6332b1b2dce3 · inbound

R1-Searcher++: Incentivizing the Dynamic Knowledge Acquisition of LLMs via Reinforcement Learning cites this paper.

R1-Searcher++: Incentivizing the Dynamic Knowledge Acquisition of LLMs via Reinforcement Learning Acting Less is Reasoning More! Teaching Model to Act Efficiently

Reference 34

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no resolver link, observed 2026-08-07T14:55:17.060860Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T14:55:17.060860Z digest=sha256:3f63ef38eb895ec43edb2b239c6b3ce139f59eb5364c212a029ece7d648af788

Observation fff14345-024c-4ef1-a721-58a3349dbb35 · inbound

Large Language Models for Planning: A Comprehensive and Systematic Survey cites this paper.

Large Language Models for Planning: A Comprehensive and Systematic Survey Acting Less is Reasoning More! Teaching Model to Act Efficiently

Reference 254

Resolution
unresolved
no resolver link, observed 2026-08-07T14:12:07.696183Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:12:07.696183Z digest=sha256:5c1873591578cdfde2b669c41453208dde7cca3abbc5032d232e2ab89e09534d

Observation aa2bf163-726f-4328-99e7-0f3cb1967daa · inbound

SPA-RL: Reinforcing LLM Agents via Stepwise Progress Attribution cites this paper.

SPA-RL: Reinforcing LLM Agents via Stepwise Progress Attribution Acting Less is Reasoning More! Teaching Model to Act Efficiently

Reference 4

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unresolved
no resolver link, observed 2026-08-07T13:52:59.860597Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T13:52:59.860597Z digest=sha256:327f90d979e6039eba1cb559b3a7d92ebc6a8bb94f429fa279a1e1845b64c345

Observation 1086f123-e054-46ed-9ccc-0b204defc010 · inbound

CoRT: Code-integrated Reasoning within Thinking cites this paper.

CoRT: Code-integrated Reasoning within Thinking Acting Less is Reasoning More! Teaching Model to Act Efficiently

Reference 62

Resolution
unresolved
no resolver link, observed 2026-08-07T04:46:24.758265Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T04:46:24.758265Z digest=sha256:d914b495d1c0c26e65fd6e1b1b001c5aed89e79b435263b32c0e466e706608f1

Observation 71e6db71-59c1-4988-b623-b51841b9e338 · inbound

Ego-R1: Chain-of-Tool-Thought for Ultra-Long Egocentric Video Reasoning cites this paper.

Ego-R1: Chain-of-Tool-Thought for Ultra-Long Egocentric Video Reasoning Acting Less is Reasoning More! Teaching Model to Act Efficiently

Reference 60

Resolution
unresolved
no resolver link, observed 2026-08-07T00:34:35.524752Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T00:34:35.524752Z digest=sha256:f0e7fe099a3fa7a27677a1fb19681e1e21299b70dfc91eb3f52f6591fecfc8a9

Observation 86cfd31f-1a67-480e-ac4d-db714264189b · inbound

Leanabell-Prover-V2: Verifier-integrated Reasoning for Formal Theorem Proving via Reinforcement Learning cites this paper.

Leanabell-Prover-V2: Verifier-integrated Reasoning for Formal Theorem Proving via Reinforcement Learning Acting Less is Reasoning More! Teaching Model to Act Efficiently

Reference 29

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unresolved
no resolver link, observed 2026-08-06T18:18:46.554317Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T18:18:46.554317Z digest=sha256:338b332b5e96bdbfa9c2315847d6dfe691d65fd3409e86f48f8266e2b2a01a62

Observation 0e071261-8b42-42f8-a916-68a9e4470829 · inbound

UserBench: An Interactive Gym Environment for User-Centric Agents cites this paper.

UserBench: An Interactive Gym Environment for User-Centric Agents Acting Less is Reasoning More! Teaching Model to Act Efficiently

Reference 32

Resolution
unresolved
no resolver link, observed 2026-08-06T12:09:26.519476Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T12:09:26.519476Z digest=sha256:8e404a71ed1a74878daf1c145e32b71484c8957e97c22e781348afcdb49ac9fa

Observation 5c9815bd-6c38-4c90-8d2c-9983f2fb9d0b · inbound

MetaAgent: Toward Self-Evolving Agent via Tool Meta-Learning cites this paper.

MetaAgent: Toward Self-Evolving Agent via Tool Meta-Learning Acting Less is Reasoning More! Teaching Model to Act Efficiently

Reference 26

Resolution
unresolved
no resolver link, observed 2026-08-06T10:17:13.666481Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T10:17:13.666481Z digest=sha256:cc934a9df5b4fcfc518e13dd86e5c3f5f7d7e0c6ebe3cb92fc1a3bd4e0e49f92

Observation d89a6b42-e2b5-4355-8559-36edbc6133c3 · inbound

ParallelSearch: Train your LLMs to Decompose Query and Search Sub-queries in Parallel with Reinforcement Learning cites this paper.

ParallelSearch: Train your LLMs to Decompose Query and Search Sub-queries in Parallel with Reinforcement Learning Acting Less is Reasoning More! Teaching Model to Act Efficiently

Reference 35

Resolution
unresolved
no resolver link, observed 2026-08-05T21:12:12.308929Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-05T21:12:12.308929Z digest=sha256:285ee6f34e048c78345ee11900b1bf39697199facb87d192ff5ae1866a4d0147

Observation d4973e55-2653-4d3b-b064-4fcac0a9ad7a · inbound

UI-TARS-2 Technical Report: Advancing GUI Agent with Multi-Turn Reinforcement Learning cites this paper.

UI-TARS-2 Technical Report: Advancing GUI Agent with Multi-Turn Reinforcement Learning Acting Less is Reasoning More! Teaching Model to Act Efficiently

Reference 70

Resolution
verified exact
arxiv_id, observed 2026-05-13T10:13:58.899300Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-05-13T10:13:58.774968Z digest=sha256:5171be43da833a98043fce473a485133243d781fa65596ace025e3dda90688aa

Observation 4bbdb056-407a-4489-8354-a423b07c68d1 · inbound

The Landscape of Agentic Reinforcement Learning for LLMs: A Survey cites this paper.

The Landscape of Agentic Reinforcement Learning for LLMs: A Survey Acting Less is Reasoning More! Teaching Model to Act Efficiently

Reference 101

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verified exact
arxiv_id, observed 2026-05-18T19:21:48.829993Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-05-18T19:19:36.427337Z digest=sha256:5bdedde007b93dcfb133cfabefef858cd619dfecc3beeec27dee795a4a6a7a87

Observation 6d8c6000-14d7-415e-a5b5-68adb970ff38 · inbound

Efficient and Transferable Agentic Knowledge Graph RAG via Reinforcement Learning cites this paper.

Efficient and Transferable Agentic Knowledge Graph RAG via Reinforcement Learning Acting Less is Reasoning More! Teaching Model to Act Efficiently

Reference 38

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verified exact
arxiv_id, observed 2026-05-25T07:45:28.597775Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=arxiv_source observed=2026-05-25T07:44:05.582003Z digest=sha256:aa379a527da6b8f7ed5268414e8da9ecfb67772284011a0c6e44d663407bcf99

Observation 714f5717-2816-4959-8ddb-dc7d86fc5ef0 · inbound

MASH: Modeling Abstention via Selective Help-Seeking cites this paper.

MASH: Modeling Abstention via Selective Help-Seeking Acting Less is Reasoning More! Teaching Model to Act Efficiently

Reference 17

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verified exact
arxiv_id, observed 2026-05-18T10:26:14.482712Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-05-18T10:26:11.582157Z digest=sha256:e271c489e05a7d64f2df381b148ed5440c7c8f844b8fdddd80408d9ab4c19fd3

Observation d009e0db-32fb-447a-9a49-1bf9053394c9 · inbound

TeaRAG: A Token-Efficient Agentic Retrieval-Augmented Generation Framework cites this paper.

TeaRAG: A Token-Efficient Agentic Retrieval-Augmented Generation Framework Acting Less is Reasoning More! Teaching Model to Act Efficiently

Reference 62

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no resolver link, observed 2026-08-03T23:33:49.696329Z

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T23:33:49.696329Z digest=sha256:3b58d0d9cd2b4cd702e76db80d2f18f93493411dccd0f48fe4488698d697c234

Observation 5d1d2eac-f55e-4f87-ad9d-bec8e9bcd1d1 · inbound

Toward Efficient Agents: Memory, Tool learning, and Planning cites this paper.

Toward Efficient Agents: Memory, Tool learning, and Planning Acting Less is Reasoning More! Teaching Model to Act Efficiently

Reference 129

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no resolver link, observed 2026-08-03T09:21:42.952191Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T09:21:42.952191Z digest=sha256:7bbecfde3e6e90d0a5681284ff1a16c7129768ed18ea834c6cda8f98cda9e946

Observation 55864baa-d20e-4ce2-a80a-c8a1354046d5 · inbound

E3-TIR: Enhanced Experience Exploitation for Tool-Integrated Reasoning cites this paper.

E3-TIR: Enhanced Experience Exploitation for Tool-Integrated Reasoning Acting Less is Reasoning More! Teaching Model to Act Efficiently

Reference 28

Resolution
verified exact
arxiv_id, observed 2026-05-11T05:25:59.738845Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=arxiv_source observed=2026-05-10T18:08:18.056525Z digest=sha256:1c4ac5291321d5b2c2ab72922facf8afbbc64ae259799d9e67800ae9de5f1b1f

Observation a652a2b1-d0d1-4756-970b-12193e1cd5ff · inbound

Agent-World: Scaling Real-World Environment Synthesis for Evolving General Agent Intelligence cites this paper.

Agent-World: Scaling Real-World Environment Synthesis for Evolving General Agent Intelligence Acting Less is Reasoning More! Teaching Model to Act Efficiently

Reference 100

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metadata mismatch
arxiv_id, observed 2026-05-10T05:25:54.654898Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-05-10T05:24:00.503836Z digest=sha256:2c461d189458f76908374e216a59151c77191f8e30d5f5b548cca5723ade8565

Observation 9e3c25f9-13e7-41d5-8d71-9681ca7978f3 · inbound

TIDE-Bench: Task-Aware and Diagnostic Evaluation of Tool-Integrated Reasoning cites this paper.

TIDE-Bench: Task-Aware and Diagnostic Evaluation of Tool-Integrated Reasoning Acting Less is Reasoning More! Teaching Model to Act Efficiently

Reference 9

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metadata mismatch
arxiv_id, observed 2026-05-12T07:31:23.965284Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=arxiv_source observed=2026-05-12T02:47:31.830410Z digest=sha256:af3cf8f4f9dc6faeef976522769aae9c8589469b64ca3a387ca021bcbf107af8

Observation de83c558-2d63-48b7-9568-1cd780d066ef · inbound

ToolCUA: Towards Optimal GUI-Tool Path Orchestration for Computer Use Agents cites this paper.

ToolCUA: Towards Optimal GUI-Tool Path Orchestration for Computer Use Agents Acting Less is Reasoning More! Teaching Model to Act Efficiently

Reference 38

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verified exact
arxiv_id, observed 2026-05-13T03:52:12.343476Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-05-13T03:51:54.401200Z digest=sha256:a10fbb45fbb575f00667b7cffe943c714af8777fe91506dbc2b195b6a38c5d7b

Observation 04ccbd66-6df0-45f7-b9f1-68fdea67c430 · inbound

Draw2Think: Harnessing Geometry Reasoning through Constraint Engine Interaction cites this paper.

Draw2Think: Harnessing Geometry Reasoning through Constraint Engine Interaction Acting Less is Reasoning More! Teaching Model to Act Efficiently

Reference 49

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verified exact
arxiv_id, observed 2026-05-21T06:09:41.561685Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-05-21T06:05:45.046156Z digest=sha256:b340751ee09c603520c9973a3efdfc4c72ea8ddfa4cd0207d86e8fe3877fe02d

Observation db15e2f6-04b4-4064-afdd-ffb394058e43 · inbound

Agent Explorative Policy Optimization for Multimodal Agentic Reasoning cites this paper.

Agent Explorative Policy Optimization for Multimodal Agentic Reasoning Acting Less is Reasoning More! Teaching Model to Act Efficiently

Reference 33

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verified exact
arxiv_id, observed 2026-06-29T12:23:24.163872Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-06-29T12:22:39.655615Z digest=sha256:74c253f6d16991c9f5cf02ea88e2c983bc7e246fa583d27e6ca022372039d597

Observation 4b2a4165-e164-4f63-979f-bc2b310dc91a · inbound

Train the Agent, Not the Expert: Learning to Harness Heterogeneous Experts for Multi-Turn Visual Reasoning cites this paper.

Train the Agent, Not the Expert: Learning to Harness Heterogeneous Experts for Multi-Turn Visual Reasoning Acting Less is Reasoning More! Teaching Model to Act Efficiently

Reference 29

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verified exact
arxiv_id, observed 2026-06-29T08:53:16.428028Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-06-29T08:34:20.457516Z digest=sha256:15e89c02e29280cb7e5248f7af35502262866cfe6743538accf12e7714b7b5ca

Observation f614967a-5457-4464-be2c-134049ca0353 · inbound

The Piggyback Hypothesis of Generalization: Explaining and Mitigating Emergent Misalignment cites this paper.

The Piggyback Hypothesis of Generalization: Explaining and Mitigating Emergent Misalignment Acting Less is Reasoning More! Teaching Model to Act Efficiently

Reference 25

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verified exact
arxiv_id, observed 2026-07-02T13:06:59.199342Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-06-28T01:34:23.382705Z digest=sha256:16b57484d8a8062d2468c207f05efe38926cd2b97d9e78bcffdf18798e289c1c

Observation 8d1e94d4-8ad8-4f2d-a72d-0a385ce1488f · inbound

The Piggyback Hypothesis of Generalization: Explaining and Mitigating Emergent Misalignment cites this paper.

The Piggyback Hypothesis of Generalization: Explaining and Mitigating Emergent Misalignment Acting Less is Reasoning More! Teaching Model to Act Efficiently

Reference 28

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no resolver link, observed 2026-07-12T14:59:04.152474Z

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-12T14:59:04.152474Z digest=sha256:7123e0ff60a62e4dca79b3a2e2214b3dd44c303460aedf3910247d8115e08df9

Observation 24c0dbb0-498d-4bb1-bd5d-518e578d1cfd · inbound

IAPO: Input Attribution-Aware Policy Optimization for Tool Use in Small Multimodal Agents cites this paper.

IAPO: Input Attribution-Aware Policy Optimization for Tool Use in Small Multimodal Agents Acting Less is Reasoning More! Teaching Model to Act Efficiently

Reference 8

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arxiv_id, observed 2026-07-03T08:17:45.056844Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=arxiv_source observed=2026-06-27T10:57:55.875707Z digest=sha256:2e0909a66012bb4d22aa2ec0468750d3c6ddd2713607514d2e6872ed7fa98823

Observation e9d142e9-1e1a-476b-b3ae-8b64bcb5a9b0 · inbound

Einstein World Models cites this paper.

Einstein World Models Acting Less is Reasoning More! Teaching Model to Act Efficiently

Reference 115

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arxiv_id, observed 2026-07-04T13:59:51.804963Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=arxiv_source observed=2026-06-26T04:47:59.575489Z digest=sha256:2afbe2cde9a4340c3af7d95f28f0271c361a66b8172eb4b9c6526b16a5c94ff4

Observation 32dd47ce-024b-47ad-8dfd-58993f17a11f · inbound

Tool-Adaptive LLM Reranker cites this paper.

Tool-Adaptive LLM Reranker Acting Less is Reasoning More! Teaching Model to Act Efficiently

Reference 7

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no resolver link, observed 2026-07-14T10:52:11.987091Z

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Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-07-14T10:52:11.987091Z digest=sha256:772ef52512e1f22ffcf600ba5cab10be67a376914062fac163f2296f903a210a

Observation f0d73c2e-1835-45b5-8b31-5de8c0bde113 · inbound

ToolSciVer: Multimodal Scientific Claim Verification with Visual Tool Augmented Reinforcement Learning cites this paper.

ToolSciVer: Multimodal Scientific Claim Verification with Visual Tool Augmented Reinforcement Learning Acting Less is Reasoning More! Teaching Model to Act Efficiently

Reference 31

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no resolver link, observed 2026-08-01T21:19:22.261253Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T21:19:22.261253Z digest=sha256:d89281d403260cf45d881c2d30978b8e3788689872a8d04ff30738be3208f115

Observation 9b21d4aa-800b-41f8-9efe-4f2e9bf4e5a6 · inbound

Contrastive Reinforced Policy Optimization via Privileged Self-Distillation cites this paper.

Contrastive Reinforced Policy Optimization via Privileged Self-Distillation Acting Less is Reasoning More! Teaching Model to Act Efficiently

Reference 43

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no resolver link, observed 2026-07-31T20:06:13.834925Z

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Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-07-31T20:06:13.834925Z digest=sha256:fead122e18ed6e4a745c256603ec7635de818ee001f837d7c9052f065d948871

Observation 6110c9ec-6e44-4ae2-99e8-44428ea9425b · inbound

Diagnosing Search Behavior and Failure Modes in Long-Horizon Search Agents cites this paper.

Diagnosing Search Behavior and Failure Modes in Long-Horizon Search Agents Acting Less is Reasoning More! Teaching Model to Act Efficiently

Reference 27

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no resolver link, observed 2026-08-04T18:27:16.688526Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T18:27:16.688526Z digest=sha256:d4a588efe104ff6c6219a58df0feec535e7319f165297acaf60dd57036626f45