Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-07T01:03:43.999176Z
Paper Citation Record · LEDGER
As of 7 August 2026, this Paper Citation Record lists 60 of 60 outbound references and 1 inbound Pith citation observation for arXiv:2506.12217.
A citation records a reference. It does not transfer a finding from one paper to another.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-07T01:03:43.999176Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-03T00:55:32.686738Z
A source-named dated measurement, never combined with another source.
Source: cited_works
60 of 60 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 1629fedd-c51a-443c-8c86-a9e44716013d · outbound
From Emergence to Control: Probing and Modulating Self-Reflection in Language Models Towards Large Reasoning Models: A Survey of Reinforced Reasoning with Large Language Models
Reference 1
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c3f47b45-1cf7-4040-b36c-88f44fb55353 · outbound
From Emergence to Control: Probing and Modulating Self-Reflection in Language Models Self-reasoning language models: Unfold hidden reasoning chains with few reasoning catalyst,
Reference 2
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.
Observation d39c0232-4edf-4f1f-93f0-77c3ec0e014d · outbound
From Emergence to Control: Probing and Modulating Self-Reflection in Language Models Reinforcement learning with verifiable rewards: Grpo’s effective loss, dynamics, and success amplification,
Reference 3
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 72ccaf44-fc65-488a-a1cd-10b9b7ca1794 · outbound
From Emergence to Control: Probing and Modulating Self-Reflection in Language Models R1-Omni: Explainable Omni-Multimodal Emotion Recognition with Reinforcement Learning
Reference 4
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 95f02528-e180-46f1-b36e-a332307da8d4 · outbound
From Emergence to Control: Probing and Modulating Self-Reflection in Language Models Reasoning beyond limits: Advances and open problems for llms,
Reference 5
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 45d137f3-ca87-4e2f-b01a-e084297c6e34 · outbound
From Emergence to Control: Probing and Modulating Self-Reflection in Language Models Crossing the Reward Bridge: Expanding RL with Verifiable Rewards Across Diverse Domains
Reference 6
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6ce3f4ec-e201-4c21-8cfa-de0702166cd9 · outbound
From Emergence to Control: Probing and Modulating Self-Reflection in Language Models DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning
Reference 7
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 00266b23-2c47-4af4-a0f7-ac7c0164fc40 · outbound
From Emergence to Control: Probing and Modulating Self-Reflection in Language Models Understanding R1-Zero-Like Training: A Critical Perspective
Reference 8
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation fec69ab1-664a-4a23-b22f-5e9923cbb2d1 · outbound
From Emergence to Control: Probing and Modulating Self-Reflection in Language Models SimpleRL-Zoo: Investigating and Taming Zero Reinforcement Learning for Open Base Models in the Wild
Reference 9
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 39da37bb-30e3-44ac-a74b-d2899675fa2e · outbound
From Emergence to Control: Probing and Modulating Self-Reflection in Language Models TTRL: Test-Time Reinforcement Learning
Reference 10
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6e48c6ec-e596-4e7a-a061-ee7584b866ec · outbound
From Emergence to Control: Probing and Modulating Self-Reflection in Language Models Does Reinforcement Learning Really Incentivize Reasoning Capacity in LLMs Beyond the Base Model?
Reference 11
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5012415e-37d7-479a-b840-2af01d93001e · outbound
From Emergence to Control: Probing and Modulating Self-Reflection in Language Models Self-Reflection Makes Large Language Models Safer, Less Biased, and Ideologically Neutral
Reference 12
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3a583017-4b0b-4ce9-a51f-739836db59d9 · outbound
From Emergence to Control: Probing and Modulating Self-Reflection in Language Models Dynamic early exit in reasoning models,
Reference 13
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0ff7c1eb-0746-4af3-a970-991237b9ad2b · outbound
From Emergence to Control: Probing and Modulating Self-Reflection in Language Models Self-Reflection in LLM Agents: Effects on Problem-Solving Performance
Reference 14
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e75301d6-8fc0-4c2b-8fd8-258fd41755a5 · outbound
From Emergence to Control: Probing and Modulating Self-Reflection in Language Models Stop Overthinking: A Survey on Efficient Reasoning for Large Language Models
Reference 15
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1c3c4d59-7537-49e7-87a4-48675c718d1f · outbound
From Emergence to Control: Probing and Modulating Self-Reflection in Language Models Steering llama 2 via contrastive activation addition,
Reference 16
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.
Observation dfcd3ad3-4410-464d-bd53-7cafe43242bd · outbound
From Emergence to Control: Probing and Modulating Self-Reflection in Language Models Generating Wikipedia by Summarizing Long Sequences
Reference 17
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d7c5a580-fc9f-4a8e-afd2-9006c9ee36f6 · outbound
From Emergence to Control: Probing and Modulating Self-Reflection in Language Models Beyond accuracy: Evaluating the reasoning behavior of large language models - a survey,
Reference 18
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.
Observation 6edd9d22-89a5-4dc0-9c6f-af10c5a203a7 · outbound
From Emergence to Control: Probing and Modulating Self-Reflection in Language Models Oat: A research-friendly framework for llm online alignment,
Reference 19
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.
Observation aa276d97-fc20-4b0b-9055-911fb8bdbae9 · outbound
From Emergence to Control: Probing and Modulating Self-Reflection in Language Models Self- consistency improves chain of thought reasoning in language models,
Reference 20
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.
Observation f3ca3234-ffce-4943-a683-0ebd222aaa98 · outbound
From Emergence to Control: Probing and Modulating Self-Reflection in Language Models X-reasoner: Towards generalizable reasoning across modalities and domains,
Reference 21
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.
Observation 271c3ef1-143a-4feb-a781-27cf896f307c · outbound
From Emergence to Control: Probing and Modulating Self-Reflection in Language Models Reinforcement Learning Enhanced LLMs: A Survey
Reference 22
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a66ec951-743b-4545-99c4-8e4e8a841cbf · outbound
From Emergence to Control: Probing and Modulating Self-Reflection in Language Models Absolute Zero: Reinforced Self-play Reasoning with Zero Data
Reference 23
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f9f122bc-638e-4812-94d2-a741f75f391c · outbound
From Emergence to Control: Probing and Modulating Self-Reflection in Language Models When Hindsight is Not 20/20: Testing Limits on Reflective Thinking in Large Language Models
Reference 24
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d7ed41c2-594d-4bc7-8560-4063ddfa933d · outbound
From Emergence to Control: Probing and Modulating Self-Reflection in Language Models Demystifyinglongchain-of-thoughtreasoninginLLMs,
Reference 25
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.
Observation 9646293b-ee21-4f86-9fc0-d89a56d2de0f · outbound
From Emergence to Control: Probing and Modulating Self-Reflection in Language Models OpenAI o1 System Card
Reference 26
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 469303ad-d1e6-4663-a969-09b9a3aad043 · outbound
From Emergence to Control: Probing and Modulating Self-Reflection in Language Models 2 OLMo 2 Furious
Reference 27
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a6bebd1d-2878-441b-b47a-317a95e26e40 · outbound
From Emergence to Control: Probing and Modulating Self-Reflection in Language Models Qwen3technical report,
Reference 28
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.
Observation 7c38a833-c42f-4bdf-b9e3-6d709d13d656 · outbound
From Emergence to Control: Probing and Modulating Self-Reflection in Language Models Measuring mathematical problem solving with the math dataset,
Reference 29
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.
Observation c3b0ce6b-1dcd-4094-a847-9ac37c243daf · outbound
From Emergence to Control: Probing and Modulating Self-Reflection in Language Models Qwen2.5 Technical Report
Reference 30
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5f2a934e-8188-4b61-b082-cfc0a740d4f2 · outbound
From Emergence to Control: Probing and Modulating Self-Reflection in Language Models Umap: Uniform manifold approximation and projection,
Reference 31
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.
Observation c48b7e33-6880-4a41-9bcc-4e2415ae0261 · outbound
From Emergence to Control: Probing and Modulating Self-Reflection in Language Models Refusal in language models is mediated by a single direction,
Reference 32
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.
Observation aa3cfd68-4461-42d7-9c7b-067819b1df5e · outbound
From Emergence to Control: Probing and Modulating Self-Reflection in Language Models AxBench: Steering LLMs? Even Simple Baselines Outperform Sparse Autoencoders
Reference 33
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 574728a9-8514-40e5-808d-9ebd8bffb441 · outbound
From Emergence to Control: Probing and Modulating Self-Reflection in Language Models GPQA: A graduate-level google-proof q&a benchmark,
Reference 34
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.
Observation 663e3187-2685-436c-8ec6-a625da5ab9ca · outbound
From Emergence to Control: Probing and Modulating Self-Reflection in Language Models The Llama 3 Herd of Models
Reference 35
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 176a923f-3bc6-4556-bb92-d9d3e3b7a73e · outbound
From Emergence to Control: Probing and Modulating Self-Reflection in Language Models s1: Simple test-time scaling,
Reference 36
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.
Observation 455bfbd3-f1f3-4569-9fb0-13256cdc8c65 · outbound
From Emergence to Control: Probing and Modulating Self-Reflection in Language Models Discovering latent knowledge in language models without supervision,
Reference 37
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.
Observation e080e39d-6fdc-46bd-b468-be482af58d7d · outbound
From Emergence to Control: Probing and Modulating Self-Reflection in Language Models Universal and Transferable Adversarial Attacks on Aligned Language Models
Reference 38
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 066fae06-1e46-4c3e-943f-2ef5c7231f6c · outbound
From Emergence to Control: Probing and Modulating Self-Reflection in Language Models A Language Model's Guide Through Latent Space
Reference 39
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ccda8ba5-f1c8-4351-b338-06c32a8b5839 · outbound
From Emergence to Control: Probing and Modulating Self-Reflection in Language Models Improving Activation Steering in Language Models with Mean-Centring
Reference 40
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4b8fa7cc-b175-46cf-a4bc-2e07327b259b · outbound
From Emergence to Control: Probing and Modulating Self-Reflection in Language Models Finding alignments between interpretable causal variables and distributed neural representations,
Reference 41
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.
Observation 75b62a26-f9ce-45a9-bf6d-25a79750aa6c · outbound
From Emergence to Control: Probing and Modulating Self-Reflection in Language Models Generative agents: Interactivesimulacraofhumanbehavior,
Reference 42
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.
Observation 2e2ee699-326c-43f4-9ce6-e929d40d1b2a · outbound
From Emergence to Control: Probing and Modulating Self-Reflection in Language Models Man is to computer programmer as woman is to homemaker? debiasing word embeddings,
Reference 43
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.
Observation 5646bbed-0a47-48ee-92c0-a8de0ca8edb5 · outbound
From Emergence to Control: Probing and Modulating Self-Reflection in Language Models Sparseautoencodersfindhighlyinter- pretable features in language models,
Reference 44
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.
Observation f7461889-ce63-41fe-89a9-fbd38f2db7d1 · outbound
From Emergence to Control: Probing and Modulating Self-Reflection in Language Models Gold doesn‘t always glitter: Spectral removal of linear and nonlinear guardedattributeinformation,
Reference 45
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.
Observation ee86d914-0601-459b-b18b-37f5071d3aff · outbound
From Emergence to Control: Probing and Modulating Self-Reflection in Language Models LEACE: Perfect linear concept erasure in closed form,
Reference 46
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.
Observation 4876e0ea-6e93-4259-9ab9-3a14a1faeb66 · outbound
From Emergence to Control: Probing and Modulating Self-Reflection in Language Models Monitoring latent world states in language models with proposi- tional probes,
Reference 47
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.
Observation 14c8a776-3a4d-498f-8938-059650e3aa86 · outbound
From Emergence to Control: Probing and Modulating Self-Reflection in Language Models Let’s verify step by step,
Reference 48
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.
Observation 45964bdf-c1b5-4127-be86-22247b70986f · outbound
From Emergence to Control: Probing and Modulating Self-Reflection in Language Models Self-refine: Iterative refinement with self-feedback,
Reference 49
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.
Observation 4f77234f-d40c-4b67-ac9a-698fee7368e6 · outbound
From Emergence to Control: Probing and Modulating Self-Reflection in Language Models Fine-tuning with divergent chains of thought boosts reasoning through self-correction in language models,
Reference 50
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.
Observation b0fac060-c3ff-45bf-be9d-73d9cfe73d47 · outbound
From Emergence to Control: Probing and Modulating Self-Reflection in Language Models STar: Bootstrapping reasoning with reasoning,
Reference 51
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.
Observation 2912de11-1a0d-4b74-84d1-31f3dffcfaae · outbound
From Emergence to Control: Probing and Modulating Self-Reflection in Language Models Let’s verify step by step,
Reference 52
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.
Observation b5856e66-e3bf-4112-b2c0-a838138b03f0 · outbound
From Emergence to Control: Probing and Modulating Self-Reflection in Language Models LLMs Can Easily Learn to Reason from Demonstrations Structure, not content, is what matters!
Reference 53
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1af91da7-bec5-4818-8733-323b5f4b5934 · outbound
From Emergence to Control: Probing and Modulating Self-Reflection in Language Models Shorterbetter: Guidingreasoningmodelstofindoptimalinferencelengthforefficient reasoning,
Reference 54
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ee2f8254-4724-4d15-b0f4-e5a60cf4666e · outbound
From Emergence to Control: Probing and Modulating Self-Reflection in Language Models Unlocking the capabilities of thought: A reasoning boundary framework to quantify and optimize chain-of-thought,
Reference 55
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.
Observation 1e93143a-2574-4054-be9a-79baf7e88ac1 · outbound
From Emergence to Control: Probing and Modulating Self-Reflection in Language Models Kimi k1.5: Scaling Reinforcement Learning with LLMs
Reference 56
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c86d77b5-78b6-4952-baaf-a77e3547715d · outbound
From Emergence to Control: Probing and Modulating Self-Reflection in Language Models Rethinking Reflection in Pre-Training
Reference 57
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ab5573a1-46ee-49f2-b945-5d27a0a59f08 · outbound
From Emergence to Control: Probing and Modulating Self-Reflection in Language Models Reflexion: Languageagentswithverbal reinforcement learning,
Reference 58
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.
Observation 3fa9b162-1ea8-45d9-b1a8-faa954e327d7 · outbound
From Emergence to Control: Probing and Modulating Self-Reflection in Language Models Reinforcement Learning for Reasoning in Large Language Models with One Training Example
Reference 59
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 33193c25-3851-45af-84ae-f7a83be9ac32 · outbound
From Emergence to Control: Probing and Modulating Self-Reflection in Language Models There may not be aha moment in r1-zero-like training — a pilot study
Reference 60
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.
Observation 09e6d2ee-3503-4e81-8bf6-3281c83c64a6 · inbound
Chain-of-Models: Cross-Model Auditing for Bias-Robust LLM Judges From Emergence to Control: Probing and Modulating Self-Reflection in Language Models
Reference 201
Source-reported events for the cited work
Unavailable: canonical work link unavailable.