Paper Citation Record · LEDGER

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

As of 10 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 2026-08-10T06:31:04.303077+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 2026-08-10T06:31:04.303077+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 2026-08-10T06:31:04.303077+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 2026-08-10T06:31:04.303077+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 2026-08-10T06:31:04.303077+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 2026-08-10T06:31:04.303077+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 2026-08-10T06:31:04.303077+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 2026-08-10T06:31:04.303077+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 2026-08-10T06:31:04.303077+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 2026-08-10T06:31:04.303077+00:00.