Paper Citation Record · LEDGER

Soft Thinking: Unlocking the Reasoning Potential of LLMs in Continuous Concept Space

As of 8 August 2026, this Paper Citation Record lists 50 of 50 outbound references and 37 inbound Pith citation observations for arXiv:2505.15778.

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

pith.paper-citation-record.v1
2505.15778 v1

Coverage vector

measured 50 of 50 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T15:15:43.658759Z

measured 87 of 87 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 37 of 37 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T05:28:23.986449Z

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

50 of 50 outbound references displayed

verified exact0
verified fuzzy14
unresolved36
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

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

Outbound references

Observation 93a63548-14ac-403b-b30b-f70ef257cdc6 · outbound

This paper cites Chain-of-thought prompting elicits reasoning in large language models.

Soft Thinking: Unlocking the Reasoning Potential of LLMs in Continuous Concept Space Chain-of-thought prompting elicits reasoning in large language models

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-07T15:15:43.432457Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 36faa9ee-3b26-4489-a3f3-601c3a329bcd · outbound

This paper cites Decomposed Prompting: A Modular Approach for Solving Complex Tasks.

Soft Thinking: Unlocking the Reasoning Potential of LLMs in Continuous Concept Space Decomposed Prompting: A Modular Approach for Solving Complex Tasks

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-07T15:15:43.436984Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a7942829-5f6c-4ec6-844f-0bfca7215b9b · outbound

This paper cites Least-to-Most Prompting Enables Complex Reasoning in Large Language Models.

Soft Thinking: Unlocking the Reasoning Potential of LLMs in Continuous Concept Space Least-to-Most Prompting Enables Complex Reasoning in Large Language Models

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-07T15:15:43.441480Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 39b5f792-a845-45e8-bcde-36c96f351238 · outbound

This paper cites Towards revealing the mystery behind chain of thought: a theoretical perspective.

Soft Thinking: Unlocking the Reasoning Potential of LLMs in Continuous Concept Space Towards revealing the mystery behind chain of thought: a theoretical perspective

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-07T15:15:43.446315Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 587ef20c-c4e1-433b-b9b6-72b4ba6e3e4d · outbound

This paper cites Invariant visual representation by single neurons in the human brain.

Soft Thinking: Unlocking the Reasoning Potential of LLMs in Continuous Concept Space Invariant visual representation by single neurons in the human brain

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:15:44.672565Z

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 812f9a22-fdf2-4cdf-a9db-75fee2cf1854 · outbound

This paper cites Language and thought are not the same thing: evidence from neuroimaging and neurological patients.

Soft Thinking: Unlocking the Reasoning Potential of LLMs in Continuous Concept Space Language and thought are not the same thing: evidence from neuroimaging and neurological patients

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:15:44.659311Z

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 c8a6fe4a-b9fb-4992-be04-ac231d3b93cf · outbound

This paper cites The language network is recruited but not required for non-verbal semantic processing.

Soft Thinking: Unlocking the Reasoning Potential of LLMs in Continuous Concept Space The language network is recruited but not required for non-verbal semantic processing

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:15:44.645348Z

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 ebd8221f-2166-466e-846f-fd35431a477e · outbound

This paper cites The language network is not engaged in object categorization.

Soft Thinking: Unlocking the Reasoning Potential of LLMs in Continuous Concept Space The language network is not engaged in object categorization

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:15:44.631092Z

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 630f2da9-d231-48d2-8220-03c7390ad222 · outbound

This paper cites Tree of thoughts: Deliberate problem solving with large language models.

Soft Thinking: Unlocking the Reasoning Potential of LLMs in Continuous Concept Space Tree of thoughts: Deliberate problem solving with large language models

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:15:44.616408Z

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 f77bd2f3-dda9-491d-a3a6-5bab7503dbbd · outbound

This paper cites Self-Consistency Improves Chain of Thought Reasoning in Language Models.

Soft Thinking: Unlocking the Reasoning Potential of LLMs in Continuous Concept Space Self-Consistency Improves Chain of Thought Reasoning in Language Models

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-07T15:15:43.479966Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 919fec3d-c9f7-4b56-b2af-a192dd660be4 · outbound

This paper cites Revisiting Out-of-distribution Robustness in NLP: Benchmark, Analysis, and LLMs Evaluations.

Soft Thinking: Unlocking the Reasoning Potential of LLMs in Continuous Concept Space Revisiting Out-of-distribution Robustness in NLP: Benchmark, Analysis, and LLMs Evaluations

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-07T15:15:43.485453Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d1bac088-34df-4072-b4f6-07ea03355ee0 · outbound

This paper cites The Llama 3 Herd of Models.

Soft Thinking: Unlocking the Reasoning Potential of LLMs in Continuous Concept Space The Llama 3 Herd of Models

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-07T15:15:43.489653Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dbafce86-bf2d-407d-b2d7-ffb42b031c07 · outbound

This paper cites Qwq-32b: Embracing the power of reinforcement learning, March 2025.

Soft Thinking: Unlocking the Reasoning Potential of LLMs in Continuous Concept Space Qwq-32b: Embracing the power of reinforcement learning, March 2025

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-07T15:15:43.496439Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4a9cd3bc-6ed8-4d5a-bc80-03b5721c9561 · outbound

This paper cites MAmmoTH: Building Math Generalist Models through Hybrid Instruction Tuning.

Soft Thinking: Unlocking the Reasoning Potential of LLMs in Continuous Concept Space MAmmoTH: Building Math Generalist Models through Hybrid Instruction Tuning

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-07T15:15:43.505940Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 34d77a15-83d3-4d0c-81cf-ce3d5b0d5d98 · outbound

This paper cites MetaMath: Bootstrap Your Own Mathematical Questions for Large Language Models.

Soft Thinking: Unlocking the Reasoning Potential of LLMs in Continuous Concept Space MetaMath: Bootstrap Your Own Mathematical Questions for Large Language Models

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-07T15:15:43.512417Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a78a4f17-cc65-4f53-b286-6087886e5bd0 · outbound

This paper cites Math-shepherd: Verify and reinforce llms step-by-step without human annotations.

Soft Thinking: Unlocking the Reasoning Potential of LLMs in Continuous Concept Space Math-shepherd: Verify and reinforce llms step-by-step without human annotations

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:15:44.594651Z

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 1a9aa297-dd75-445b-9d9f-0739788963a9 · outbound

This paper cites Teaching Large Language Models to Reason with Reinforcement Learning.

Soft Thinking: Unlocking the Reasoning Potential of LLMs in Continuous Concept Space Teaching Large Language Models to Reason with Reinforcement Learning

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-07T15:15:43.520186Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 20f09e09-ab3d-4b76-b79f-eb705ea31a8a · outbound

This paper cites DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models.

Soft Thinking: Unlocking the Reasoning Potential of LLMs in Continuous Concept Space DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-07T15:15:43.524170Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 54827aa5-0c1a-4514-8a52-7272b63e2eab · outbound

This paper cites Flow of Reasoning: Training LLMs for Divergent Reasoning with Minimal Examples.

Soft Thinking: Unlocking the Reasoning Potential of LLMs in Continuous Concept Space Flow of Reasoning: Training LLMs for Divergent Reasoning with Minimal Examples

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-07T15:15:43.528312Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0fa233bc-6831-4187-98a7-4a765e2e900e · outbound

This paper cites Inference Scaling Laws: An Empirical Analysis of Compute-Optimal Inference for Problem-Solving with Language Models.

Soft Thinking: Unlocking the Reasoning Potential of LLMs in Continuous Concept Space Inference Scaling Laws: An Empirical Analysis of Compute-Optimal Inference for Problem-Solving with Language Models

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-07T15:15:43.536193Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation aec01433-9c1d-49e3-876f-6f3a0dd0a2c5 · outbound

This paper cites Do Large Language Models Latently Perform Multi-Hop Reasoning?.

Soft Thinking: Unlocking the Reasoning Potential of LLMs in Continuous Concept Space Do Large Language Models Latently Perform Multi-Hop Reasoning?

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-07T15:15:43.540485Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4ddb490c-d7ac-4727-b2ed-ce1bf57822af · outbound

This paper cites Hopping Too Late: Exploring the Limitations of Large Language Models on Multi-Hop Queries.

Soft Thinking: Unlocking the Reasoning Potential of LLMs in Continuous Concept Space Hopping Too Late: Exploring the Limitations of Large Language Models on Multi-Hop Queries

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-07T15:15:43.545177Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 98b38e74-faf9-4ff8-bc31-56789cc7703d · outbound

This paper cites Distributional reasoning in LLMs: Parallel reasoning processes in multi-hop reasoning.

Soft Thinking: Unlocking the Reasoning Potential of LLMs in Continuous Concept Space Distributional reasoning in LLMs: Parallel reasoning processes in multi-hop reasoning

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-07T15:15:43.548989Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f65a2bf2-cc6e-46bf-9202-44be265fa7bf · outbound

This paper cites Guiding Language Model Reasoning with Planning Tokens.

Soft Thinking: Unlocking the Reasoning Potential of LLMs in Continuous Concept Space Guiding Language Model Reasoning with Planning Tokens

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-07T15:15:43.552964Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fce73937-b04d-480f-9029-3e340b4e4937 · outbound

This paper cites Large Concept Models: Language Modeling in a Sentence Representation Space.

Soft Thinking: Unlocking the Reasoning Potential of LLMs in Continuous Concept Space Large Concept Models: Language Modeling in a Sentence Representation Space

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-07T15:15:43.556830Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ce4d13b4-9c94-4ff9-9fd5-36fd2fd7fdce · outbound

This paper cites Improving Text Embeddings with Large Language Models.

Soft Thinking: Unlocking the Reasoning Potential of LLMs in Continuous Concept Space Improving Text Embeddings with Large Language Models

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-07T15:15:43.560990Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e2038133-ab62-469b-a7e7-9528aa5b2871 · outbound

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

Soft Thinking: Unlocking the Reasoning Potential of LLMs in Continuous Concept Space Training Large Language Models to Reason in a Continuous Latent Space

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-07T15:15:43.565278Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0aa5bcdb-9900-42f3-a1f2-8405cdb6cb41 · outbound

This paper cites SoftCoT: Soft Chain-of-Thought for Efficient Reasoning with LLMs.

Soft Thinking: Unlocking the Reasoning Potential of LLMs in Continuous Concept Space SoftCoT: Soft Chain-of-Thought for Efficient Reasoning with LLMs

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-07T15:15:43.569123Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b094391c-c789-4dcc-a498-a0fa1b55e82b · outbound

This paper cites Uncertainty in Natural Language Processing: Sources, Quantification, and Applications.

Soft Thinking: Unlocking the Reasoning Potential of LLMs in Continuous Concept Space Uncertainty in Natural Language Processing: Sources, Quantification, and Applications

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-07T15:15:43.573166Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2d954088-2323-4607-a16b-46505efde509 · outbound

This paper cites On measures of entropy and information.

Soft Thinking: Unlocking the Reasoning Potential of LLMs in Continuous Concept Space On measures of entropy and information

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-07T15:15:43.576801Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c8c1074d-5782-4c71-a72a-ab5d4a236fe2 · outbound

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

Soft Thinking: Unlocking the Reasoning Potential of LLMs in Continuous Concept Space Measuring Mathematical Problem Solving With the MATH Dataset

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-07T15:15:43.580701Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 12c29e3a-586a-4e78-9371-ac00216d7d79 · outbound

This paper cites American invitational mathematics examination.

Soft Thinking: Unlocking the Reasoning Potential of LLMs in Continuous Concept Space American invitational mathematics examination

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:15:44.572966Z

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 a38837eb-77e0-4b08-8d0a-88646c9dda6b · outbound

This paper cites Training Verifiers to Solve Math Word Problems.

Soft Thinking: Unlocking the Reasoning Potential of LLMs in Continuous Concept Space Training Verifiers to Solve Math Word Problems

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-07T15:15:43.588138Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ed7b5f63-8356-4e15-a78d-2875883bbaf9 · outbound

This paper cites Gpqa: A graduate-level google-proof q&a benchmark.

Soft Thinking: Unlocking the Reasoning Potential of LLMs in Continuous Concept Space Gpqa: A graduate-level google-proof q&a benchmark

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-07T15:15:43.592475Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 59292c92-fdd9-4539-aaf8-c9eb037adcaa · outbound

This paper cites an unresolved cited work.

Soft Thinking: Unlocking the Reasoning Potential of LLMs in Continuous Concept Space Unresolved cited work

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-07T15:15:43.596542Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation be7f26f8-cf32-41ac-8a12-32772e33af1c · outbound

This paper cites Program Synthesis with Large Language Models.

Soft Thinking: Unlocking the Reasoning Potential of LLMs in Continuous Concept Space Program Synthesis with Large Language Models

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-07T15:15:43.600029Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a89c7a4a-a24b-46d7-a841-59614363528d · outbound

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

Soft Thinking: Unlocking the Reasoning Potential of LLMs in Continuous Concept Space LiveCodeBench: Holistic and Contamination Free Evaluation of Large Language Models for Code

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-07T15:15:43.604752Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 12a128a3-921f-4726-8e1e-6b68cd372eae · outbound

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

Soft Thinking: Unlocking the Reasoning Potential of LLMs in Continuous Concept Space DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-07T15:15:43.608867Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b442a58e-bd71-4bcc-96a9-94249a1f5197 · outbound

This paper cites Sglang: Efficient execution of structured language model programs.

Soft Thinking: Unlocking the Reasoning Potential of LLMs in Continuous Concept Space Sglang: Efficient execution of structured language model programs

Reference 39

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:15:44.544718Z

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 9272d416-c584-4d0c-95b0-1696882f0266 · outbound

This paper cites Let's Verify Step by Step.

Soft Thinking: Unlocking the Reasoning Potential of LLMs in Continuous Concept Space Let's Verify Step by Step

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-07T15:15:43.618765Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 687abc87-4883-48da-8588-5995e5411791 · outbound

This paper cites • Key additions: 1 e n a b l e _ s o f t _ t h i n k i n g : bool 2 max_topk : int 3 # Command - line flags : -- enable - soft - thinking , -- max - topk , -- think - end - str.

Soft Thinking: Unlocking the Reasoning Potential of LLMs in Continuous Concept Space • Key additions: 1 e n a b l e _ s o f t _ t h i n k i n g : bool 2 max_topk : int 3 # Command - line flags : -- enable - soft - thinking , -- max - topk , -- think - end - str

Reference 41

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:15:44.531104Z

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 c6d82e5e-d8d6-46b2-aad9-a81a39808ceb · outbound

This paper cites • Key changes: 1 if e n a b l e _ s o f t _ t h i n k i n g : 2 # Compute top - k p r o b a b i l i t i e s and indices 3 topk_probs , t o p k _ i n d i c e s = torch.

Soft Thinking: Unlocking the Reasoning Potential of LLMs in Continuous Concept Space • Key changes: 1 if e n a b l e _ s o f t _ t h i n k i n g : 2 # Compute top - k p r o b a b i l i t i e s and indices 3 topk_probs , t o p k _ i n d i c e s = torch

Reference 42

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:15:44.518168Z

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 49941c89-26b0-44ce-96eb-38c194842648 · outbound

This paper cites an unresolved cited work.

Soft Thinking: Unlocking the Reasoning Potential of LLMs in Continuous Concept Space Unresolved cited work

Reference 43

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:15:44.504129Z

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 761c87f0-4e90-4953-b862-68c7d6b46cac · outbound

This paper cites • Key changes: 15 1 # In model.

Soft Thinking: Unlocking the Reasoning Potential of LLMs in Continuous Concept Space • Key changes: 15 1 # In model

Reference 44

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:15:44.489551Z

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 e3352c86-8e05-4fbe-beab-1df1a543fe30 · outbound

This paper cites an unresolved cited work.

Soft Thinking: Unlocking the Reasoning Potential of LLMs in Continuous Concept Space Unresolved cited work

Reference 45

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:15:44.456695Z

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 49997eb0-94cb-4647-84fa-c0cdc5c5145d · outbound

This paper cites • Key changes: 1 # P a r a m e t e r s for after - thinking sampling , entropy thresholds , etc.

Soft Thinking: Unlocking the Reasoning Potential of LLMs in Continuous Concept Space • Key changes: 1 # P a r a m e t e r s for after - thinking sampling , entropy thresholds , etc

Reference 46

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:15:44.408056Z

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 b6b5f1d4-ce37-4110-94d9-060686be979e · outbound

This paper cites an unresolved cited work.

Soft Thinking: Unlocking the Reasoning Potential of LLMs in Continuous Concept Space Unresolved cited work

Reference 47

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:15:44.363808Z

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 e45fc716-633b-4876-aa66-29658e35e5a3 · outbound

This paper cites • The embedding layer computes the next input embedding as a weighted sum over token embeddings, using these probabilities.

Soft Thinking: Unlocking the Reasoning Potential of LLMs in Continuous Concept Space • The embedding layer computes the next input embedding as a weighted sum over token embeddings, using these probabilities

Reference 48

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:15:44.299005Z

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 2b18882e-8296-4036-9eb5-813e0a4ce4c1 · outbound

This paper cites • If entropy is below a threshold for several consecutive steps, insert the end-of-thinking token to terminate reasoning.

Soft Thinking: Unlocking the Reasoning Potential of LLMs in Continuous Concept Space • If entropy is below a threshold for several consecutive steps, insert the end-of-thinking token to terminate reasoning

Reference 49

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:15:44.203370Z

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 161dbc2d-0a00-4295-a587-40feb241e157 · outbound

This paper cites an unresolved cited work.

Soft Thinking: Unlocking the Reasoning Potential of LLMs in Continuous Concept Space Unresolved cited work

Reference 50

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:15:44.116805Z

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 fe723ed0-ed49-458e-aa61-deba29655f78 · inbound

Improving Large Language Models with Concept-Aware Fine-Tuning cites this paper.

Improving Large Language Models with Concept-Aware Fine-Tuning Soft Thinking: Unlocking the Reasoning Potential of LLMs in Continuous Concept Space

Reference 61

Resolution: unresolved; no resolver link, observed 2026-08-07T05:28:23.986449Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6aae24ad-7f5b-461d-86c6-b3475dc7a39f · inbound

Garbage In, Reasoning Out? Why Benchmark Scores are Unreliable and What to Do About It cites this paper.

Garbage In, Reasoning Out? Why Benchmark Scores are Unreliable and What to Do About It Soft Thinking: Unlocking the Reasoning Potential of LLMs in Continuous Concept Space

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-06T21:45:09.632588Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 82be91c0-d6a9-49d8-9992-c4d07bbcb2f8 · inbound

Throttling Web Agents Using Reasoning Gates cites this paper.

Throttling Web Agents Using Reasoning Gates Soft Thinking: Unlocking the Reasoning Potential of LLMs in Continuous Concept Space

Reference 109

Resolution: unresolved; no resolver link, observed 2026-08-05T12:28:05.060718Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6ce5f162-43d7-4bc3-a948-09f9d838ce4c · inbound

Implicit Reasoning in Large Language Models: A Comprehensive Survey cites this paper.

Implicit Reasoning in Large Language Models: A Comprehensive Survey Soft Thinking: Unlocking the Reasoning Potential of LLMs in Continuous Concept Space

Reference 88

Resolution: unresolved; no resolver link, observed 2026-08-05T11:39:36.841169Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6871c4fc-ab02-43dd-84d8-a4eebbcc4f6e · inbound

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

The Landscape of Agentic Reinforcement Learning for LLMs: A Survey Soft Thinking: Unlocking the Reasoning Potential of LLMs in Continuous Concept Space

Reference 205

Resolution: verified exact; arxiv_id, observed 2026-05-18T19:21:47.991648Z

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 0640b406-19ec-4a90-9b40-85ab12b4f4e8 · inbound

LaRe: Latent Refocusing for Multimodal Reasoning cites this paper.

LaRe: Latent Refocusing for Multimodal Reasoning Soft Thinking: Unlocking the Reasoning Potential of LLMs in Continuous Concept Space

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-04T00:15:12.907707Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c0627e24-7093-4c8e-a5ad-0fde0776109d · inbound

Latent Collaboration in Multi-Agent Systems cites this paper.

Latent Collaboration in Multi-Agent Systems Soft Thinking: Unlocking the Reasoning Potential of LLMs in Continuous Concept Space

Reference 55

Resolution: unresolved; no resolver link, observed 2026-08-03T20:17:52.528104Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 20488ecd-7d95-4723-92df-5799a36589bc · inbound

Latent Collaboration in Multi-Agent Systems cites this paper.

Latent Collaboration in Multi-Agent Systems Soft Thinking: Unlocking the Reasoning Potential of LLMs in Continuous Concept Space

Reference 55

Resolution: unresolved; no resolver link, observed 2026-08-04T06:52:33.617279Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5104320c-6b2b-4b66-9b54-9d9c1ea30785 · inbound

Reasoning Within the Mind: Dynamic Multimodal Interleaving in Latent Space cites this paper.

Reasoning Within the Mind: Dynamic Multimodal Interleaving in Latent Space Soft Thinking: Unlocking the Reasoning Potential of LLMs in Continuous Concept Space

Reference 37

Resolution: verified exact; arxiv_id, observed 2026-05-16T23:03:38.900176Z

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 626e33bd-db5f-42d6-99b9-456af711e7b8 · inbound

Towards Explainable Industrial Anomaly Detection via Knowledge-Guided Latent Reasoning cites this paper.

Towards Explainable Industrial Anomaly Detection via Knowledge-Guided Latent Reasoning Soft Thinking: Unlocking the Reasoning Potential of LLMs in Continuous Concept Space

Reference 23

Resolution: metadata mismatch; arxiv_id, observed 2026-05-16T03:10:32.025341Z

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 c5d1e907-81cf-4736-8fe2-89e291948a5b · inbound

The Vision Wormhole: Latent-Space Communication in Heterogeneous Multi-Agent Systems cites this paper.

The Vision Wormhole: Latent-Space Communication in Heterogeneous Multi-Agent Systems Soft Thinking: Unlocking the Reasoning Potential of LLMs in Continuous Concept Space

Reference 97

Resolution: unresolved; no resolver link, observed 2026-08-02T22:58:13.456509Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f85a0c75-9ca4-4eef-8df0-91f6e066af41 · inbound

MetaState: Persistent Working Memory Enhances Reasoning in Discrete Diffusion Language Models cites this paper.

MetaState: Persistent Working Memory Enhances Reasoning in Discrete Diffusion Language Models Soft Thinking: Unlocking the Reasoning Potential of LLMs in Continuous Concept Space

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-02T19:44:43.928484Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c9f9309d-2242-46e6-b333-a015353f0325 · inbound

EndoCoT: Scaling Endogenous Chain-of-Thought Reasoning in Diffusion Models cites this paper.

EndoCoT: Scaling Endogenous Chain-of-Thought Reasoning in Diffusion Models Soft Thinking: Unlocking the Reasoning Potential of LLMs in Continuous Concept Space

Reference 41

Resolution: unresolved; no resolver link, observed 2026-07-14T22:25:04.080629Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8a5249b1-964c-4c50-9a48-09ae656cfe78 · inbound

TERMINATOR: Learning Optimal Exit Points for Early Stopping in Chain-of-Thought Reasoning cites this paper.

TERMINATOR: Learning Optimal Exit Points for Early Stopping in Chain-of-Thought Reasoning Soft Thinking: Unlocking the Reasoning Potential of LLMs in Continuous Concept Space

Reference 14

Resolution: malformed identifier; arxiv_id, observed 2026-05-15T11:19:58.192526Z

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 6d156b85-5873-412a-995c-aff07268cd79 · inbound

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

LightThinker++: From Reasoning Compression to Memory Management Soft Thinking: Unlocking the Reasoning Potential of LLMs in Continuous Concept Space

Reference 79

Resolution: verified exact; arxiv_id, observed 2026-05-13T17:28:01.724541Z

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 a510a27c-dd71-4bc9-9286-078670bc91d1 · inbound

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

SeLaR: Selective Latent Reasoning in Large Language Models Soft Thinking: Unlocking the Reasoning Potential of LLMs in Continuous Concept Space

Reference 57

Resolution: verified exact; arxiv_id, observed 2026-05-11T00:35:49.833553Z

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 cdd392af-5bc3-4666-89fd-f12f2c724bc6 · inbound

LEPO: Latent Reasoning Policy Optimization for Large Language Models cites this paper.

LEPO: Latent Reasoning Policy Optimization for Large Language Models Soft Thinking: Unlocking the Reasoning Potential of LLMs in Continuous Concept Space

Reference 6

Resolution: metadata mismatch; arxiv_id, observed 2026-05-10T05:46:09.846059Z

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 52512042-e6ef-4dba-896b-5189c7868d4b · inbound

Thinking Without Words: Efficient Latent Reasoning with Abstract Chain-of-Thought cites this paper.

Thinking Without Words: Efficient Latent Reasoning with Abstract Chain-of-Thought Soft Thinking: Unlocking the Reasoning Potential of LLMs in Continuous Concept Space

Reference 47

Resolution: verified exact; arxiv_id, observed 2026-05-11T19:31:07.429749Z

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 d1bb62b3-0fc0-489f-a284-00343f25ba29 · inbound

UniVLR: Unifying Text and Vision in Visual Latent Reasoning for Multimodal LLMs cites this paper.

UniVLR: Unifying Text and Vision in Visual Latent Reasoning for Multimodal LLMs Soft Thinking: Unlocking the Reasoning Potential of LLMs in Continuous Concept Space

Reference 17

Resolution: verified exact; arxiv_id, observed 2026-05-13T07:32:29.327633Z

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 52e12bb2-863c-49bb-9fc7-ae2019ee203e · inbound

Latent Action Control for Reasoning-Guided Unified Image Generation cites this paper.

Latent Action Control for Reasoning-Guided Unified Image Generation Soft Thinking: Unlocking the Reasoning Potential of LLMs in Continuous Concept Space

Reference 48

Resolution: verified exact; arxiv_id, observed 2026-05-19T20:42:46.229137Z

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 da6c19ca-d3da-4b81-9ab6-6da24baa9ad7 · inbound

PluRule: A Benchmark for Moderating Pluralistic Communities on Social Media cites this paper.

PluRule: A Benchmark for Moderating Pluralistic Communities on Social Media Soft Thinking: Unlocking the Reasoning Potential of LLMs in Continuous Concept Space

Reference 54

Resolution: verified exact; arxiv_id, observed 2026-05-20T14:08:20.861781Z

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 07a2b938-0a85-4632-a3f4-a2e9f01454e8 · inbound

Generative Recursive Reasoning cites this paper.

Generative Recursive Reasoning Soft Thinking: Unlocking the Reasoning Potential of LLMs in Continuous Concept Space

Reference 20

Resolution: verified exact; arxiv_id, observed 2026-05-20T06:03:05.538305Z

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 6f8d3db2-d10b-4701-870d-9dfc544a880a · inbound

Generative Recursive Reasoning cites this paper.

Generative Recursive Reasoning Soft Thinking: Unlocking the Reasoning Potential of LLMs in Continuous Concept Space

Reference 20

Resolution: verified exact; arxiv_id, observed 2026-05-21T07:44:03.137407Z

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 971c3c12-d1e8-440f-ba17-1e4a977dfeaf · inbound

Thinking Economically: A Hierarchical Framework for Adaptive-Complexity Reasoning in LLMs cites this paper.

Thinking Economically: A Hierarchical Framework for Adaptive-Complexity Reasoning in LLMs Soft Thinking: Unlocking the Reasoning Potential of LLMs in Continuous Concept Space

Reference 51

Resolution: metadata mismatch; arxiv_id, observed 2026-06-28T17:12:25.251967Z

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 d5d50fc4-fa98-4675-a09a-fbf66fb9c40a · inbound

Geometric Latent Reasoning Induces Shorter Generations in LLMs cites this paper.

Geometric Latent Reasoning Induces Shorter Generations in LLMs Soft Thinking: Unlocking the Reasoning Potential of LLMs in Continuous Concept Space

Reference 18

Resolution: verified exact; arxiv_id, observed 2026-07-01T22:46:18.990507Z

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 d807f363-32f9-46bc-b196-7ad26bf30eb2 · inbound

Dropout-GRPO: Variational Stochasticity for Continuous Latent Reasoning cites this paper.

Dropout-GRPO: Variational Stochasticity for Continuous Latent Reasoning Soft Thinking: Unlocking the Reasoning Potential of LLMs in Continuous Concept Space

Reference 37

Resolution: verified exact; arxiv_id, observed 2026-06-27T17:21:06.582673Z

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 18d08122-a939-43aa-af21-193ee5ebb44f · inbound

N-GRPO: Embedding-Level Neighbor Mixing for Enhanced Policy Optimization cites this paper.

N-GRPO: Embedding-Level Neighbor Mixing for Enhanced Policy Optimization Soft Thinking: Unlocking the Reasoning Potential of LLMs in Continuous Concept Space

Reference 12

Resolution: metadata mismatch; arxiv_id, observed 2026-07-03T04:17:37.371573Z

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 2d42f3ee-e8a4-472a-a477-e6238ac7ad4a · inbound

Observable Patterns Are Not Explanations: A Causal-Geometric Analysis of Latent Reasoning Models cites this paper.

Observable Patterns Are Not Explanations: A Causal-Geometric Analysis of Latent Reasoning Models Soft Thinking: Unlocking the Reasoning Potential of LLMs in Continuous Concept Space

Reference 29

Resolution: metadata mismatch; arxiv_id, observed 2026-07-03T11:18:03.820798Z

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 bd93ae3e-421a-4f00-8319-59db7df42d15 · inbound

Demystifying Hidden-State Recurrence: Switchable Latent Reasoning with On-Policy Reinforcement Learning cites this paper.

Demystifying Hidden-State Recurrence: Switchable Latent Reasoning with On-Policy Reinforcement Learning Soft Thinking: Unlocking the Reasoning Potential of LLMs in Continuous Concept Space

Reference 66

Resolution: verified exact; arxiv_id, observed 2026-07-03T13:58:22.064872Z

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 60cb53cd-9a63-405a-8ee2-de8e266005f8 · inbound

Efficient and Trainable Language Model Test-Time Scaling via Local Branch Routing cites this paper.

Efficient and Trainable Language Model Test-Time Scaling via Local Branch Routing Soft Thinking: Unlocking the Reasoning Potential of LLMs in Continuous Concept Space

Reference 33

Resolution: verified exact; arxiv_id, observed 2026-07-04T19:20:06.702425Z

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 ab24ccca-3f1b-452b-8d7e-a64fe4712790 · inbound

Efficient and Trainable Language Model Test-Time Scaling via Local Branch Routing cites this paper.

Efficient and Trainable Language Model Test-Time Scaling via Local Branch Routing Soft Thinking: Unlocking the Reasoning Potential of LLMs in Continuous Concept Space

Reference 33

Resolution: verified exact; arxiv_id, observed 2026-07-01T06:35:29.537230Z

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 54e1aea9-0182-4246-8e20-8bb3a18a3d69 · inbound

Latent-CURE for Breast Cancer Diagnosis cites this paper.

Latent-CURE for Breast Cancer Diagnosis Soft Thinking: Unlocking the Reasoning Potential of LLMs in Continuous Concept Space

Reference 28

Resolution: metadata mismatch; arxiv_id, observed 2026-06-30T06:14:19.183046Z

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 3105e1bd-cdd3-4916-809f-5127a887141f · inbound

DiscoLoop: Looping Discrete Embeddings and Continuous Hidden States for Multi-hop Reasoning cites this paper.

DiscoLoop: Looping Discrete Embeddings and Continuous Hidden States for Multi-hop Reasoning Soft Thinking: Unlocking the Reasoning Potential of LLMs in Continuous Concept Space

Reference 26

Resolution: verified exact; arxiv_id, observed 2026-07-02T13:56:59.375149Z

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 215354c1-22c9-44eb-976d-151cff7f5558 · inbound

DiscoLoop: Looping Discrete Embeddings and Continuous Hidden States for Multi-hop Reasoning cites this paper.

DiscoLoop: Looping Discrete Embeddings and Continuous Hidden States for Multi-hop Reasoning Soft Thinking: Unlocking the Reasoning Potential of LLMs in Continuous Concept Space

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-02T09:18:45.301653Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 741454f6-b722-4f12-b3b7-fe3fae7eeff5 · inbound

SLPO: Scaling Latent Reasoning via a Surrogate Policy cites this paper.

SLPO: Scaling Latent Reasoning via a Surrogate Policy Soft Thinking: Unlocking the Reasoning Potential of LLMs in Continuous Concept Space

Reference 25

Resolution: malformed identifier; no resolver link, observed 2026-08-01T12:06:50.914516Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b71fc428-2d33-4df4-9e5e-96ab8974a900 · inbound

Efficient Chain-of-Modality Reasoning via Progressive Compression for Spoken Language Models cites this paper.

Efficient Chain-of-Modality Reasoning via Progressive Compression for Spoken Language Models Soft Thinking: Unlocking the Reasoning Potential of LLMs in Continuous Concept Space

Reference 74

Resolution: unresolved; no resolver link, observed 2026-08-01T11:20:18.112161Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e992ec2a-2b15-453a-b0fe-3697d728e892 · inbound

Balancing Efficiency and Efficacy: Training-Free Attention-Guided Switching Between Explicit and Latent Thoughts for MLLMs cites this paper.

Balancing Efficiency and Efficacy: Training-Free Attention-Guided Switching Between Explicit and Latent Thoughts for MLLMs Soft Thinking: Unlocking the Reasoning Potential of LLMs in Continuous Concept Space

Reference 55

Resolution: unresolved; no resolver link, observed 2026-08-05T19:03:12.139947Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.