Paper Citation Record · LEDGER

System-1.5 Reasoning: Traversal in Language and Latent Spaces with Dynamic Shortcuts

As of 8 August 2026, this Paper Citation Record lists 53 of 53 outbound references and 11 inbound Pith citation observations for arXiv:2505.18962.

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

pith.paper-citation-record.v1
2505.18962 v3

Coverage vector

measured 53 of 53 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T14:27:40.824280Z

measured 64 of 64 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+00:00

measured 11 of 11 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-06T19:14:31.820848Z

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

53 of 53 outbound references displayed

verified exact0
verified fuzzy3
unresolved48
parse uncertain0
malformed identifier2
metadata mismatch0

External citation measurements

0
arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Outbound references

Observation 5848c06b-c38e-4cac-8b2f-f64eb28c85b7 · outbound

This paper cites Phi-4-reasoning Technical Report.

System-1.5 Reasoning: Traversal in Language and Latent Spaces with Dynamic Shortcuts Phi-4-reasoning Technical Report

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-07T14:27:37.455632Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 81ac1688-4c1d-4fed-8035-225b65038707 · outbound

This paper cites Towards Reasoning Era: A Survey of Long Chain-of-Thought for Reasoning Large Language Models.

System-1.5 Reasoning: Traversal in Language and Latent Spaces with Dynamic Shortcuts Towards Reasoning Era: A Survey of Long Chain-of-Thought for Reasoning Large Language Models

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-07T14:27:37.600371Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3fd82146-558d-465a-a686-8fa8adea05ba · outbound

This paper cites Do NOT Think That Much for 2+3=? On the Overthinking of o1-Like LLMs.

System-1.5 Reasoning: Traversal in Language and Latent Spaces with Dynamic Shortcuts Do NOT Think That Much for 2+3=? On the Overthinking of o1-Like LLMs

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-07T14:27:37.693874Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 74d1198d-6bec-407b-a181-62ee659db5e5 · outbound

This paper cites Training Verifiers to Solve Math Word Problems.

System-1.5 Reasoning: Traversal in Language and Latent Spaces with Dynamic Shortcuts Training Verifiers to Solve Math Word Problems

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-07T14:27:37.795336Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4fc2f93f-3353-4a46-a0ed-941c53a1bb70 · outbound

This paper cites Implicit Chain of Thought Reasoning via Knowledge Distillation.

System-1.5 Reasoning: Traversal in Language and Latent Spaces with Dynamic Shortcuts Implicit Chain of Thought Reasoning via Knowledge Distillation

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-07T14:27:37.921323Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9df8a185-99e7-4c7a-90a4-560deeab301a · outbound

This paper cites From Explicit CoT to Implicit CoT: Learning to Internalize CoT Step by Step.

System-1.5 Reasoning: Traversal in Language and Latent Spaces with Dynamic Shortcuts From Explicit CoT to Implicit CoT: Learning to Internalize CoT Step by Step

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-07T14:27:37.973606Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation acd29e4c-0339-438e-a6d0-c30b2e11c871 · outbound

This paper cites Depth-Adaptive Transformer.

System-1.5 Reasoning: Traversal in Language and Latent Spaces with Dynamic Shortcuts Depth-Adaptive Transformer

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-07T14:27:38.108161Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6db0e2b9-1de1-47ed-84f4-c4bd503631df · outbound

This paper cites Efficiently Scaling LLM Reasoning with Certaindex.

System-1.5 Reasoning: Traversal in Language and Latent Spaces with Dynamic Shortcuts Efficiently Scaling LLM Reasoning with Certaindex

Reference 13

Resolution: malformed identifier; no resolver link, observed 2026-08-07T14:27:38.131067Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8b8ef420-0d32-4d7a-a559-88dbb85524c3 · outbound

This paper cites Think before you speak: Training Language Models With Pause Tokens.

System-1.5 Reasoning: Traversal in Language and Latent Spaces with Dynamic Shortcuts Think before you speak: Training Language Models With Pause Tokens

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-07T14:27:38.221574Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c4c9990f-8924-4956-bd17-f1e652c1a9cb · outbound

This paper cites The Llama 3 Herd of Models.

System-1.5 Reasoning: Traversal in Language and Latent Spaces with Dynamic Shortcuts The Llama 3 Herd of Models

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-07T14:27:38.293838Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 16d9d7d8-6c9f-4cea-9e02-a9a00357c4f0 · outbound

This paper cites DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning.

System-1.5 Reasoning: Traversal in Language and Latent Spaces with Dynamic Shortcuts DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-07T14:27:38.338715Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1b513e99-c8f0-49e9-9f02-58d9dc0cd52c · outbound

This paper cites Training Large Language Models to Reason in a Continuous Latent Space.

System-1.5 Reasoning: Traversal in Language and Latent Spaces with Dynamic Shortcuts Training Large Language Models to Reason in a Continuous Latent Space

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-07T14:27:38.396890Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 743ffe26-343e-40b1-a38d-a50d2dc9da90 · outbound

This paper cites Measuring Mathematical Problem Solving With the MATH Dataset.

System-1.5 Reasoning: Traversal in Language and Latent Spaces with Dynamic Shortcuts Measuring Mathematical Problem Solving With the MATH Dataset

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-07T14:27:38.503108Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5f9e6d35-ce26-4304-8fba-53f73f390992 · outbound

This paper cites MetaGPT: Meta Programming for A Multi-Agent Collaborative Framework.

System-1.5 Reasoning: Traversal in Language and Latent Spaces with Dynamic Shortcuts MetaGPT: Meta Programming for A Multi-Agent Collaborative Framework

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-07T14:27:38.548185Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c38f2024-d125-4512-b1d6-761f5dcb24ee · outbound

This paper cites GPT-4o System Card.

System-1.5 Reasoning: Traversal in Language and Latent Spaces with Dynamic Shortcuts GPT-4o System Card

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-07T14:27:38.605484Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 57a084be-ccc3-4ba8-ac1d-c4449c2d814d · outbound

This paper cites OpenAI o1 System Card.

System-1.5 Reasoning: Traversal in Language and Latent Spaces with Dynamic Shortcuts OpenAI o1 System Card

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-07T14:27:38.707052Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2317e485-68da-4c86-a1a1-c0f17c5fdfe7 · outbound

This paper cites LiveCodeBench: Holistic and Contamination Free Evaluation of Large Language Models for Code.

System-1.5 Reasoning: Traversal in Language and Latent Spaces with Dynamic Shortcuts LiveCodeBench: Holistic and Contamination Free Evaluation of Large Language Models for Code

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-07T14:27:38.756419Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 24940b15-2dc1-4e58-a145-45fad6f03605 · outbound

This paper cites Mixtral of Experts.

System-1.5 Reasoning: Traversal in Language and Latent Spaces with Dynamic Shortcuts Mixtral of Experts

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-07T14:27:38.801709Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4de83bff-2522-44bd-9076-44718cff0fa1 · outbound

This paper cites SWE-bench: Can Language Models Resolve Real-World GitHub Issues?.

System-1.5 Reasoning: Traversal in Language and Latent Spaces with Dynamic Shortcuts SWE-bench: Can Language Models Resolve Real-World GitHub Issues?

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-07T14:27:38.841325Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 30336f93-f526-486f-a932-954128d5133c · outbound

This paper cites How Well do LLMs Compress Their Own Chain-of-Thought? A Token Complexity Approach.

System-1.5 Reasoning: Traversal in Language and Latent Spaces with Dynamic Shortcuts How Well do LLMs Compress Their Own Chain-of-Thought? A Token Complexity Approach

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-07T14:27:38.910871Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e9e03904-b82e-41f5-9f09-5d9e98facccf · outbound

This paper cites CascadeBERT: Ac- celerating inference of pre-trained language models via calibrated complete models cascade.

System-1.5 Reasoning: Traversal in Language and Latent Spaces with Dynamic Shortcuts CascadeBERT: Ac- celerating inference of pre-trained language models via calibrated complete models cascade

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:27:42.127710Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 62f8d6db-6fe2-40e3-9deb-8086f15748cc · outbound

This paper cites FastMCTS: A Simple Sampling Strategy for Data Synthesis.

System-1.5 Reasoning: Traversal in Language and Latent Spaces with Dynamic Shortcuts FastMCTS: A Simple Sampling Strategy for Data Synthesis

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-07T14:27:39.037172Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9f0812b9-235b-422f-b9ab-e94d32a581bd · outbound

This paper cites Can Language Models Learn to Skip Steps?.

System-1.5 Reasoning: Traversal in Language and Latent Spaces with Dynamic Shortcuts Can Language Models Learn to Skip Steps?

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-07T14:27:39.117278Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 61f4fe8f-4ddc-4580-962f-f96e487ae712 · outbound

This paper cites O1-Pruner: Length-Harmonizing Fine-Tuning for O1-Like Reasoning Pruning.

System-1.5 Reasoning: Traversal in Language and Latent Spaces with Dynamic Shortcuts O1-Pruner: Length-Harmonizing Fine-Tuning for O1-Like Reasoning Pruning

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-07T14:27:39.212804Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ce203dd6-3eff-451c-9814-9cbfab9f22e4 · outbound

This paper cites s1: Simple test-time scaling.

System-1.5 Reasoning: Traversal in Language and Latent Spaces with Dynamic Shortcuts s1: Simple test-time scaling

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-07T14:27:39.275177Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4693b956-7d98-4bf8-a54a-9b9992f85407 · outbound

This paper cites Let's Think Dot by Dot: Hidden Computation in Transformer Language Models.

System-1.5 Reasoning: Traversal in Language and Latent Spaces with Dynamic Shortcuts Let's Think Dot by Dot: Hidden Computation in Transformer Language Models

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-07T14:27:39.319606Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 44b8a495-d054-4d61-a300-2a61ada166fa · outbound

This paper cites UI-TARS: Pioneering Automated GUI Interaction with Native Agents.

System-1.5 Reasoning: Traversal in Language and Latent Spaces with Dynamic Shortcuts UI-TARS: Pioneering Automated GUI Interaction with Native Agents

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-07T14:27:39.402660Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a6a9371d-d0d8-413c-8788-8d01a5922c1a · outbound

This paper cites A survey of efficient reasoning for large reasoning models: Language, multimodality, and beyond.

System-1.5 Reasoning: Traversal in Language and Latent Spaces with Dynamic Shortcuts A survey of efficient reasoning for large reasoning models: Language, multimodality, and beyond

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-07T14:27:39.500185Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2383e972-0fb0-438a-8cd1-dd286dfd0d9f · outbound

This paper cites System-1.x: Learning to Balance Fast and Slow Planning with Language Models.

System-1.5 Reasoning: Traversal in Language and Latent Spaces with Dynamic Shortcuts System-1.x: Learning to Balance Fast and Slow Planning with Language Models

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-07T14:27:39.636881Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 03421924-c484-4d77-861e-81bb372c4e4b · outbound

This paper cites CODI: Compressing Chain-of-Thought into Continuous Space via Self-Distillation.

System-1.5 Reasoning: Traversal in Language and Latent Spaces with Dynamic Shortcuts CODI: Compressing Chain-of-Thought into Continuous Space via Self-Distillation

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-07T14:27:39.701364Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5cdf7061-fab5-4b21-862f-b9629b19a2e0 · outbound

This paper cites Scaling LLM Test-Time Compute Optimally can be More Effective than Scaling Model Parameters.

System-1.5 Reasoning: Traversal in Language and Latent Spaces with Dynamic Shortcuts Scaling LLM Test-Time Compute Optimally can be More Effective than Scaling Model Parameters

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-07T14:27:39.767348Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c5c0f5c7-b262-492c-a499-18a3a9c475af · outbound

This paper cites PRMBench: A Fine-grained and Challenging Benchmark for Process-Level Reward Models.

System-1.5 Reasoning: Traversal in Language and Latent Spaces with Dynamic Shortcuts PRMBench: A Fine-grained and Challenging Benchmark for Process-Level Reward Models

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-07T14:27:39.822263Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1b4f20bd-d0ef-4478-bcdd-19e9895222aa · outbound

This paper cites Token Assorted: Mixing Latent and Text Tokens for Improved Language Model Reasoning.

System-1.5 Reasoning: Traversal in Language and Latent Spaces with Dynamic Shortcuts Token Assorted: Mixing Latent and Text Tokens for Improved Language Model Reasoning

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-07T14:27:39.873922Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 758dd67e-7998-4950-9013-1b41fd9074af · outbound

This paper cites Visual Agents as Fast and Slow Thinkers.

System-1.5 Reasoning: Traversal in Language and Latent Spaces with Dynamic Shortcuts Visual Agents as Fast and Slow Thinkers

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-07T14:27:39.938420Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6f7a952c-4767-41bc-9229-d9b71c45b1a3 · outbound

This paper cites Kimi k1.5: Scaling Reinforcement Learning with LLMs.

System-1.5 Reasoning: Traversal in Language and Latent Spaces with Dynamic Shortcuts Kimi k1.5: Scaling Reinforcement Learning with LLMs

Reference 42

Resolution: unresolved; no resolver link, observed 2026-08-07T14:27:39.982165Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dfa57ba7-092c-44fa-a466-eb005e7e5e31 · outbound

This paper cites Octo: An Open-Source Generalist Robot Policy.

System-1.5 Reasoning: Traversal in Language and Latent Spaces with Dynamic Shortcuts Octo: An Open-Source Generalist Robot Policy

Reference 43

Resolution: unresolved; no resolver link, observed 2026-08-07T14:27:40.050655Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5d7326a3-2984-4bc1-8e74-c30d5e97be17 · outbound

This paper cites Fengwei Teng, Zhaoyang Yu, Quan Shi, Jiayi Zhang, Chenglin Wu, and Yuyu Luo.

System-1.5 Reasoning: Traversal in Language and Latent Spaces with Dynamic Shortcuts Fengwei Teng, Zhaoyang Yu, Quan Shi, Jiayi Zhang, Chenglin Wu, and Yuyu Luo

Reference 44

Resolution: unresolved; no resolver link, observed 2026-08-07T14:27:40.136536Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6aa270eb-e45e-446b-a63e-90d4ae115b53 · outbound

This paper cites Llama 2: Open Foundation and Fine-Tuned Chat Models.

System-1.5 Reasoning: Traversal in Language and Latent Spaces with Dynamic Shortcuts Llama 2: Open Foundation and Fine-Tuned Chat Models

Reference 45

Resolution: unresolved; no resolver link, observed 2026-08-07T14:27:40.209509Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a22feaca-88a2-4d54-a362-70d0ded6d319 · outbound

This paper cites Accelerating LLaMA Inference by Enabling Intermediate Layer Decoding via Instruction Tuning with LITE.

System-1.5 Reasoning: Traversal in Language and Latent Spaces with Dynamic Shortcuts Accelerating LLaMA Inference by Enabling Intermediate Layer Decoding via Instruction Tuning with LITE

Reference 46

Resolution: unresolved; no resolver link, observed 2026-08-07T14:27:40.289463Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 012c12c5-a2ba-4214-831f-66e9b29817aa · outbound

This paper cites Voyager: An Open-Ended Embodied Agent with Large Language Models.

System-1.5 Reasoning: Traversal in Language and Latent Spaces with Dynamic Shortcuts Voyager: An Open-Ended Embodied Agent with Large Language Models

Reference 47

Resolution: unresolved; no resolver link, observed 2026-08-07T14:27:40.368175Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 510b546f-6bfb-40fe-95b3-78f93bc0b10d · outbound

This paper cites OSCAR: Operating System Control via State-Aware Reasoning and Re-Planning.

System-1.5 Reasoning: Traversal in Language and Latent Spaces with Dynamic Shortcuts OSCAR: Operating System Control via State-Aware Reasoning and Re-Planning

Reference 48

Resolution: unresolved; no resolver link, observed 2026-08-07T14:27:40.429087Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d11483de-c4c7-4fb6-8f5f-6973a98baeb8 · outbound

This paper cites FAC 2E: Better understanding large language model capabilities by dissociating language and cognition.

System-1.5 Reasoning: Traversal in Language and Latent Spaces with Dynamic Shortcuts FAC 2E: Better understanding large language model capabilities by dissociating language and cognition

Reference 49

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:27:42.012101Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 5104c638-3faa-41a6-837a-63c317bc402d · outbound

This paper cites R$^3$Mem: Bridging Memory Retention and Retrieval via Reversible Compression.

System-1.5 Reasoning: Traversal in Language and Latent Spaces with Dynamic Shortcuts R$^3$Mem: Bridging Memory Retention and Retrieval via Reversible Compression

Reference 50

Resolution: unresolved; no resolver link, observed 2026-08-07T14:27:40.574102Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 39e81633-0cfa-428b-bc6a-beda51a2d2d4 · outbound

This paper cites Seeing Beyond Words: MatVQA for Challenging Visual-Scientific Reasoning in Materials Science.

System-1.5 Reasoning: Traversal in Language and Latent Spaces with Dynamic Shortcuts Seeing Beyond Words: MatVQA for Challenging Visual-Scientific Reasoning in Materials Science

Reference 51

Resolution: unresolved; no resolver link, observed 2026-08-07T14:27:40.625888Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 526186fb-c4d5-4067-ba39-13d1810f9399 · outbound

This paper cites Distilling System 2 into System 1.

System-1.5 Reasoning: Traversal in Language and Latent Spaces with Dynamic Shortcuts Distilling System 2 into System 1

Reference 53

Resolution: unresolved; no resolver link, observed 2026-08-07T14:27:40.768478Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 08145437-0fc1-4dd6-8219-1407087b9ea1 · outbound

This paper cites A Survey on Test-Time Scaling in Large Language Models: What, How, Where, and How Well?.

System-1.5 Reasoning: Traversal in Language and Latent Spaces with Dynamic Shortcuts A Survey on Test-Time Scaling in Large Language Models: What, How, Where, and How Well?

Reference 54

Resolution: unresolved; no resolver link, observed 2026-08-07T14:27:40.824280Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0c72ab56-342d-418a-bef9-56efad178f6c · outbound

This paper cites Mixture-of-Depths: Dynamically allocating compute in transformer-based language models.

System-1.5 Reasoning: Traversal in Language and Latent Spaces with Dynamic Shortcuts Mixture-of-Depths: Dynamically allocating compute in transformer-based language models

Reference 2019

Resolution: unresolved; no resolver link, observed 2026-08-07T14:27:39.557282Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 27edc299-8063-4618-9460-1f2e93ab224e · outbound

This paper cites Chain of Draft: Thinking Faster by Writing Less.

System-1.5 Reasoning: Traversal in Language and Latent Spaces with Dynamic Shortcuts Chain of Draft: Thinking Faster by Writing Less

Reference 2020

Resolution: malformed identifier; no resolver link, observed 2026-08-07T14:27:40.701010Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ac8afd31-eb27-4983-b3d3-4b83630c0fbf · outbound

This paper cites SkipDecode: Autoregressive Skip Decoding with Batching and Caching for Efficient LLM Inference.

System-1.5 Reasoning: Traversal in Language and Latent Spaces with Dynamic Shortcuts SkipDecode: Autoregressive Skip Decoding with Batching and Caching for Efficient LLM Inference

Reference 2021

Resolution: unresolved; no resolver link, observed 2026-08-07T14:27:37.871305Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bb6e72ba-3cc5-4240-9c52-8efa44840727 · outbound

This paper cites Advances and Challenges in Foundation Agents: From Brain-Inspired Intelligence to Evolutionary, Collaborative, and Safe Systems.

System-1.5 Reasoning: Traversal in Language and Latent Spaces with Dynamic Shortcuts Advances and Challenges in Foundation Agents: From Brain-Inspired Intelligence to Evolutionary, Collaborative, and Safe Systems

Reference 2022

Resolution: unresolved; no resolver link, observed 2026-08-07T14:27:39.089086Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e6ba96b6-53c0-4387-aacb-262054f5ce51 · outbound

This paper cites RT-2: Vision-Language-Action Models Transfer Web Knowledge to Robotic Control.

System-1.5 Reasoning: Traversal in Language and Latent Spaces with Dynamic Shortcuts RT-2: Vision-Language-Action Models Transfer Web Knowledge to Robotic Control

Reference 2023

Resolution: unresolved; no resolver link, observed 2026-08-07T14:27:37.542242Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 995306dd-c66a-46ff-8bfa-5b2407446b6a · outbound

This paper cites Compressed Chain of Thought: Efficient Reasoning Through Dense Representations.

System-1.5 Reasoning: Traversal in Language and Latent Spaces with Dynamic Shortcuts Compressed Chain of Thought: Efficient Reasoning Through Dense Representations

Reference 2024

Resolution: unresolved; no resolver link, observed 2026-08-07T14:27:37.731701Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 12b0d87a-e757-43dc-8b99-6e940d5653a7 · outbound

This paper cites CoLT5: Faster long-range transformers with conditional computation.

System-1.5 Reasoning: Traversal in Language and Latent Spaces with Dynamic Shortcuts CoLT5: Faster long-range transformers with conditional computation

Reference 2025

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:27:42.384423Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Pith citing papers

Observation baaf174b-e113-4165-a77f-4468066013af · inbound

Advances and Challenges in Foundation Agents: From Brain-Inspired Intelligence to Evolutionary, Collaborative, and Safe Systems cites this paper.

Advances and Challenges in Foundation Agents: From Brain-Inspired Intelligence to Evolutionary, Collaborative, and Safe Systems System-1.5 Reasoning: Traversal in Language and Latent Spaces with Dynamic Shortcuts

Reference 196

Resolution: verified exact; arxiv_id, observed 2026-05-22T21:42:10.885833Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation a9c1c450-4b5a-400a-967d-9e93d37a7a0f · inbound

A Survey on Latent Reasoning cites this paper.

A Survey on Latent Reasoning System-1.5 Reasoning: Traversal in Language and Latent Spaces with Dynamic Shortcuts

Reference 109

Resolution: unresolved; no resolver link, observed 2026-08-06T19:14:31.820848Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b730042a-a82b-458e-a391-31335126eb69 · inbound

Towards Concise and Adaptive Thinking in Large Reasoning Models: A Survey cites this paper.

Towards Concise and Adaptive Thinking in Large Reasoning Models: A Survey System-1.5 Reasoning: Traversal in Language and Latent Spaces with Dynamic Shortcuts

Reference 193

Resolution: unresolved; no resolver link, observed 2026-08-06T17:54:17.808614Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f1c053df-04e7-4360-89bb-bc5d24271f21 · inbound

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

Toward Efficient Agents: Memory, Tool learning, and Planning System-1.5 Reasoning: Traversal in Language and Latent Spaces with Dynamic Shortcuts

Reference 135

Resolution: unresolved; no resolver link, observed 2026-08-03T09:21:43.592852Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2f17174c-5ffe-4ae4-ad4e-6921472e703b · inbound

Efficient Reasoning on the Edge cites this paper.

Efficient Reasoning on the Edge System-1.5 Reasoning: Traversal in Language and Latent Spaces with Dynamic Shortcuts

Reference 166

Resolution: unresolved; no resolver link, observed 2026-07-13T23:28:12.790404Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7523dc4e-1b82-4233-acfd-f37e45f8106e · inbound

The Latent Space: Foundation, Evolution, Mechanism, Ability, and Outlook cites this paper.

The Latent Space: Foundation, Evolution, Mechanism, Ability, and Outlook System-1.5 Reasoning: Traversal in Language and Latent Spaces with Dynamic Shortcuts

Reference 226

Resolution: unresolved; no resolver link, observed 2026-07-13T14:03:01.974171Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 65544d91-c85d-40f3-9704-85b943989bbc · inbound

LightThinker++: From Reasoning Compression to Memory Management cites this paper.

LightThinker++: From Reasoning Compression to Memory Management System-1.5 Reasoning: Traversal in Language and Latent Spaces with Dynamic Shortcuts

Reference 78

Resolution: verified exact; arxiv_id, observed 2026-05-13T17:28:01.765823Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 2e6cdc00-98f5-40c5-9e6a-29727b7c915a · inbound

SeLaR: Selective Latent Reasoning in Large Language Models cites this paper.

SeLaR: Selective Latent Reasoning in Large Language Models System-1.5 Reasoning: Traversal in Language and Latent Spaces with Dynamic Shortcuts

Reference 42

Resolution: verified exact; arxiv_id, observed 2026-05-11T00:35:49.778357Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 65b4e4fe-caef-4acb-ba3e-bc2c873ee110 · inbound

Latent Abstraction for Retrieval-Augmented Generation cites this paper.

Latent Abstraction for Retrieval-Augmented Generation System-1.5 Reasoning: Traversal in Language and Latent Spaces with Dynamic Shortcuts

Reference 40

Resolution: verified exact; arxiv_id, observed 2026-05-11T12:01:04.910747Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation b5e301d3-3069-4355-ba33-f2655870fc6e · inbound

LPG: Balancing Efficiency and Policy Reasoning in Latent Policy Guardrails cites this paper.

LPG: Balancing Efficiency and Policy Reasoning in Latent Policy Guardrails System-1.5 Reasoning: Traversal in Language and Latent Spaces with Dynamic Shortcuts

Reference 32

Resolution: verified exact; arxiv_id, observed 2026-05-19T23:43:17.883435Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation cd30eaae-c681-487b-a929-9407efa6aa26 · inbound

Self-Policy Distillation via Capability-Selective Subspace Projection cites this paper.

Self-Policy Distillation via Capability-Selective Subspace Projection System-1.5 Reasoning: Traversal in Language and Latent Spaces with Dynamic Shortcuts

Reference 23

Resolution: verified exact; arxiv_id, observed 2026-05-22T05:34:40.356309Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.