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Paper Citation Record · LEDGER

Less is More Tokens: Efficient Math Reasoning via Difficulty-Aware Chain-of-Thought Distillation

As of 7 August 2026, this Paper Citation Record lists 81 of 81 outbound references and 0 inbound Pith citation observations for arXiv:2509.05226.

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

pith.paper-citation-record.v1
2509.05226 v1

Coverage vector

measured 81 of 81 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-05T05:34:40.458256Z

measured 81 of 81 standing notices

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Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

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measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

81 of 81 outbound references displayed

  • verified exact1
  • verified fuzzy14
  • unresolved66
  • parse uncertain0
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External citation measurements

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Outbound references

Observation 1a192729-d8da-4fb7-bc67-3ef692806f34 · outbound

This paper cites Aggarwal, A.

Less is More Tokens: Efficient Math Reasoning via Difficulty-Aware Chain-of-Thought Distillation Aggarwal, A

Reference 2

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Observation cb6d6ea4-dfe9-404a-a901-c9b4231ba145 · outbound

This paper cites Balunovi´c, J.

Less is More Tokens: Efficient Math Reasoning via Difficulty-Aware Chain-of-Thought Distillation Balunovi´c, J

Reference 3

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No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Observation f6b32aef-6953-401a-8476-42a15b4b4c36 · outbound

This paper cites Graph of Thoughts: Solving Elaborate Problems with Large Language Models.

Less is More Tokens: Efficient Math Reasoning via Difficulty-Aware Chain-of-Thought Distillation Graph of Thoughts: Solving Elaborate Problems with Large Language Models

Reference 4

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Observation 31573b4e-cbd8-4410-af47-e05787b17073 · outbound

This paper cites Bills, A.

Less is More Tokens: Efficient Math Reasoning via Difficulty-Aware Chain-of-Thought Distillation Bills, A

Reference 5

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-05T05:34:40.234423Z digest=sha256:ea5e9d4e4ed4f18010208605043b828b816fb9abf179d4b24c49c5b507ef50b9

Observation 8764693c-7f04-402c-93a5-aff1510213b9 · outbound

This paper cites Large Language Models and Mathematical Reasoning Failures.

Less is More Tokens: Efficient Math Reasoning via Difficulty-Aware Chain-of-Thought Distillation Large Language Models and Mathematical Reasoning Failures

Reference 6

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source=pdf_text observed=2026-08-05T05:34:40.237414Z digest=sha256:51a9292c00e4c411ac8b12d8f29e0d5f689ed0b46549eedba61b39b9aa401b5d

Observation f9b3143d-66da-4e3e-aad9-30850c7508fe · outbound

This paper cites an unresolved cited work.

Less is More Tokens: Efficient Math Reasoning via Difficulty-Aware Chain-of-Thought Distillation Unresolved cited work

Reference 7

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No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Observation cd903724-f451-48e7-ab85-592fedc27b69 · outbound

This paper cites SFT or RL? An Early Investigation into Training R1-Like Reasoning Large Vision-Language Models.

Less is More Tokens: Efficient Math Reasoning via Difficulty-Aware Chain-of-Thought Distillation SFT or RL? An Early Investigation into Training R1-Like Reasoning Large Vision-Language Models

Reference 8

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source=pdf_text observed=2026-08-05T05:34:40.243499Z digest=sha256:c7bb3a94377e61b9868c212e3474151ac86d51f073435dbc5a9fb983b0475660

Observation ee63a7c2-12ac-4be1-86ff-da611e77c613 · outbound

This paper cites Are We on the Right Way for Evaluating Large Vision-Language Models?.

Less is More Tokens: Efficient Math Reasoning via Difficulty-Aware Chain-of-Thought Distillation Are We on the Right Way for Evaluating Large Vision-Language Models?

Reference 9

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source=pdf_text observed=2026-08-05T05:34:40.246728Z digest=sha256:99c413d5ef74518ddd39cc5512cf50a30af0cd28aeb55edce6d2fd84f64f0f77

Observation 59374d58-541b-4c5d-8d7e-a4c3a460a649 · outbound

This paper cites an unresolved cited work.

Less is More Tokens: Efficient Math Reasoning via Difficulty-Aware Chain-of-Thought Distillation Unresolved cited work

Reference 10

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No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Observation 2d17011d-3bb2-413c-a830-a0b47f535cec · outbound

This paper cites Chevalier, A.

Less is More Tokens: Efficient Math Reasoning via Difficulty-Aware Chain-of-Thought Distillation Chevalier, A

Reference 11

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source=pdf_text observed=2026-08-05T05:34:40.256273Z digest=sha256:dc7bcd99e10cda61673cfdaff881ec56277377d55d08b663c65c8ba08674d692

Observation aff6fe56-ab1e-4c8f-a4fc-53f72bbdff27 · outbound

This paper cites an unresolved cited work.

Less is More Tokens: Efficient Math Reasoning via Difficulty-Aware Chain-of-Thought Distillation Unresolved cited work

Reference 12

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No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Observation 4a71f45e-4093-4a0c-b7af-d0660541b912 · outbound

This paper cites Training Verifiers to Solve Math Word Problems.

Less is More Tokens: Efficient Math Reasoning via Difficulty-Aware Chain-of-Thought Distillation Training Verifiers to Solve Math Word Problems

Reference 13

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source=pdf_text observed=2026-08-05T05:34:40.264693Z digest=sha256:c4b74f0ae5ed48fd319b4afe39e55023751eb6cc04ea57c3a3cdca2410be843a

Observation ef116e5c-cec4-4023-acfd-1c09196c69b0 · outbound

This paper cites Learning How Hard to Think: Input-Adaptive Allocation of LM Computation.

Less is More Tokens: Efficient Math Reasoning via Difficulty-Aware Chain-of-Thought Distillation Learning How Hard to Think: Input-Adaptive Allocation of LM Computation

Reference 14

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Observation f921eb68-64d7-406b-bc62-866660866fe7 · outbound

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

Less is More Tokens: Efficient Math Reasoning via Difficulty-Aware Chain-of-Thought Distillation DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning

Reference 16

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Observation 17017794-4860-4bff-b66f-f12fcebac2d5 · outbound

This paper cites an unresolved cited work.

Less is More Tokens: Efficient Math Reasoning via Difficulty-Aware Chain-of-Thought Distillation Unresolved cited work

Reference 17

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Observation 7ec8b409-a174-4fc5-826b-d97a1d4ee1fd · outbound

This paper cites Complexity-Based Prompting for Multi-Step Reasoning.

Less is More Tokens: Efficient Math Reasoning via Difficulty-Aware Chain-of-Thought Distillation Complexity-Based Prompting for Multi-Step Reasoning

Reference 18

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Observation fd93ab51-db15-45e7-a0aa-ee58c7fc2599 · outbound

This paper cites an unresolved cited work.

Less is More Tokens: Efficient Math Reasoning via Difficulty-Aware Chain-of-Thought Distillation Unresolved cited work

Reference 19

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No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Observation 275fe303-2614-466e-ae10-f6e4ec31a942 · outbound

This paper cites A Survey on LLM-as-a-Judge.

Less is More Tokens: Efficient Math Reasoning via Difficulty-Aware Chain-of-Thought Distillation A Survey on LLM-as-a-Judge

Reference 20

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Observation febb8809-9edb-44e2-b8a2-bbdb1e3b5efb · outbound

This paper cites Chain-of-Thought Reasoning Without Prompting.

Less is More Tokens: Efficient Math Reasoning via Difficulty-Aware Chain-of-Thought Distillation Chain-of-Thought Reasoning Without Prompting

Reference 21

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Observation a07af527-fb49-426b-8fc3-2e5f846d6fa4 · outbound

This paper cites Reasoning with Language Model is Planning with World Model.

Less is More Tokens: Efficient Math Reasoning via Difficulty-Aware Chain-of-Thought Distillation Reasoning with Language Model is Planning with World Model

Reference 22

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Observation 3a5dbcfa-1d21-456a-9c88-e5fb3bef5b87 · outbound

This paper cites OlympiadBench: A Challenging Benchmark for Promoting AGI with Olympiad-Level Bilingual Multimodal Scientific Problems.

Less is More Tokens: Efficient Math Reasoning via Difficulty-Aware Chain-of-Thought Distillation OlympiadBench: A Challenging Benchmark for Promoting AGI with Olympiad-Level Bilingual Multimodal Scientific Problems

Reference 23

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Observation e4796c6f-a5d3-480d-a65a-f903741b8a67 · outbound

This paper cites Hendel, M.

Less is More Tokens: Efficient Math Reasoning via Difficulty-Aware Chain-of-Thought Distillation Hendel, M

Reference 24

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No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Observation 681ad55f-428b-4c92-97e8-909d13f3460c · outbound

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

Less is More Tokens: Efficient Math Reasoning via Difficulty-Aware Chain-of-Thought Distillation Measuring Mathematical Problem Solving With the MATH Dataset

Reference 25

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Observation d65eb575-d5e2-43a0-bc2e-579239401250 · outbound

This paper cites Distilling Step-by-Step! Outperforming Larger Language Models with Less Training Data and Smaller Model Sizes.

Less is More Tokens: Efficient Math Reasoning via Difficulty-Aware Chain-of-Thought Distillation Distilling Step-by-Step! Outperforming Larger Language Models with Less Training Data and Smaller Model Sizes

Reference 26

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Observation ae254501-6b43-4905-9190-77d8e08dc682 · outbound

This paper cites Multimodal Task Vectors Enable Many-Shot Multimodal In-Context Learning.

Less is More Tokens: Efficient Math Reasoning via Difficulty-Aware Chain-of-Thought Distillation Multimodal Task Vectors Enable Many-Shot Multimodal In-Context Learning

Reference 27

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Observation caf631be-a58b-4c46-8b07-fd833b4a31d5 · outbound

This paper cites Kojima, S.

Less is More Tokens: Efficient Math Reasoning via Difficulty-Aware Chain-of-Thought Distillation Kojima, S

Reference 28

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Observation e5c55317-3676-406a-a466-b8dcfa99b839 · outbound

This paper cites an unresolved cited work.

Less is More Tokens: Efficient Math Reasoning via Difficulty-Aware Chain-of-Thought Distillation Unresolved cited work

Reference 29

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source=pdf_text observed=2026-08-05T05:34:40.310410Z digest=sha256:ccbd21ee74b7d290c06920e68766f49a6926702e036245d2919fc8e40afee679

Observation a71761b1-73c0-4c1b-95cc-6958748bea00 · outbound

This paper cites Leviathan, M.

Less is More Tokens: Efficient Math Reasoning via Difficulty-Aware Chain-of-Thought Distillation Leviathan, M

Reference 30

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No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Observation 06b5a931-c7fc-490a-bc04-fd227fae39eb · outbound

This paper cites L1: Controlling How Long A Reasoning Model Thinks With Reinforcement Learning.

Less is More Tokens: Efficient Math Reasoning via Difficulty-Aware Chain-of-Thought Distillation L1: Controlling How Long A Reasoning Model Thinks With Reinforcement Learning

Reference 31

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source=pdf_text observed=2026-08-05T05:34:40.315728Z digest=sha256:cb6ef0ad3a864affd220c42f671021c89e7890870bb193e2eb9b8f060ef4f1ff

Observation b646a53e-0094-4e48-8da8-8016dc444634 · outbound

This paper cites AbdomenAtlas-8K: Annotating 8,000 CT Volumes for Multi-Organ Segmentation in Three Weeks.

Less is More Tokens: Efficient Math Reasoning via Difficulty-Aware Chain-of-Thought Distillation AbdomenAtlas-8K: Annotating 8,000 CT Volumes for Multi-Organ Segmentation in Three Weeks

Reference 32

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source=pdf_text observed=2026-08-05T05:34:40.318437Z digest=sha256:57e59a49c3f9715cc9729d512c7348372df5970fae0e27c00c193ff150e2ae45

Observation c6540010-c1cc-45a2-8b85-e0d9acd32904 · outbound

This paper cites an unresolved cited work.

Less is More Tokens: Efficient Math Reasoning via Difficulty-Aware Chain-of-Thought Distillation Unresolved cited work

Reference 33

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source=pdf_text observed=2026-08-05T05:34:40.321095Z digest=sha256:aa9bc40d0ed26e997224e22e1540b2350efd507ea603d2b327f3869a6f3c3cf2

Observation 01fdb5ad-426b-44bb-ac45-7f0aa658636a · outbound

This paper cites an unresolved cited work.

Less is More Tokens: Efficient Math Reasoning via Difficulty-Aware Chain-of-Thought Distillation Unresolved cited work

Reference 34

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No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-05T05:34:40.323738Z digest=sha256:425ae338e008440fa86b7f4560cfdb99af8c5823d183b462e8514d4d0b94ce88

Observation 3180d21e-82b1-4ae5-8db5-9da976c78f76 · outbound

This paper cites AIMO-2 Winning Solution: Building State-of-the-Art Mathematical Reasoning Models with OpenMathReasoning dataset.

Less is More Tokens: Efficient Math Reasoning via Difficulty-Aware Chain-of-Thought Distillation AIMO-2 Winning Solution: Building State-of-the-Art Mathematical Reasoning Models with OpenMathReasoning dataset

Reference 35

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source=pdf_text observed=2026-08-05T05:34:40.326362Z digest=sha256:4c93b90bae51550972a9cd6869bde861c32708d868bcad01dd3229f93bf3d748

Observation e634fe7c-e1e2-4cdb-a30c-7a5f4e108b90 · outbound

This paper cites an unresolved cited work.

Less is More Tokens: Efficient Math Reasoning via Difficulty-Aware Chain-of-Thought Distillation Unresolved cited work

Reference 36

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No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-05T05:34:40.329158Z digest=sha256:2fe1081b3c19c2f0f000962a2883bd7dda89ebf9eb22a755529d76a57bffd542

Observation c9d9933d-b085-4672-a9ab-d72b3bad1cc3 · outbound

This paper cites s1: Simple test-time scaling.

Less is More Tokens: Efficient Math Reasoning via Difficulty-Aware Chain-of-Thought Distillation s1: Simple test-time scaling

Reference 37

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T05:34:40.331508Z digest=sha256:817196ea362998b2fdec2506a02726616e346a170d7fa88bb87d6808dddbe562

Observation 774d11ff-0e73-4fa2-ad8e-4a4f779a5fdb · outbound

This paper cites Olsson, N.

Less is More Tokens: Efficient Math Reasoning via Difficulty-Aware Chain-of-Thought Distillation Olsson, N

Reference 38

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T05:34:41.187743Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-05T05:34:40.334215Z digest=sha256:85dd91b3a61e437fc9f338cc7fc459999fc98c97f2b7d506c3cba8b20eea6ba6

Observation e0ae3ca0-3e3e-4650-b94b-0b5d8c29b0d0 · outbound

This paper cites OpenAI o1 System Card.

Less is More Tokens: Efficient Math Reasoning via Difficulty-Aware Chain-of-Thought Distillation OpenAI o1 System Card

Reference 39

Resolution
unresolved
no resolver link, observed 2026-08-05T05:34:40.336793Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T05:34:40.336793Z digest=sha256:be7fa8c48174b2c10d75aa0135c65d3f1d9d09a6c7ad8c60446d1b4bd9453e26

Observation bc2c65c1-2e82-44c8-97db-579522bf2d69 · outbound

This paper cites an unresolved cited work.

Less is More Tokens: Efficient Math Reasoning via Difficulty-Aware Chain-of-Thought Distillation Unresolved cited work

Reference 40

Resolution
unresolved
raw_fallback, observed 2026-08-05T05:34:41.179350Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-05T05:34:40.339852Z digest=sha256:88d1b9781a22e95e18ba4c502fa9f504e043f6c4a0a3b3748db3ac97ffb0999f

Observation 98bab827-9949-49a3-9e74-62786eb27f16 · outbound

This paper cites Humanity's Last Exam.

Less is More Tokens: Efficient Math Reasoning via Difficulty-Aware Chain-of-Thought Distillation Humanity's Last Exam

Reference 41

Resolution
unresolved
no resolver link, observed 2026-08-05T05:34:40.345523Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T05:34:40.345523Z digest=sha256:fa9e637eb4450201a50e6d816132aac7af93c23caafcc191431a76ebbada8d12

Observation ad075480-7c56-48d2-b986-c70603077360 · outbound

This paper cites Visual Chain of Thought: Bridging Logical Gaps with Multimodal Infillings.

Less is More Tokens: Efficient Math Reasoning via Difficulty-Aware Chain-of-Thought Distillation Visual Chain of Thought: Bridging Logical Gaps with Multimodal Infillings

Reference 42

Resolution
unresolved
no resolver link, observed 2026-08-05T05:34:40.348235Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T05:34:40.348235Z digest=sha256:159d2f99c9e19a8944ba47a9cdff3096f277330100000c1d4a1f310258be445b

Observation 8caa10b3-8105-4bba-b4b0-f6db3eeb8fa9 · outbound

This paper cites Advancing Reasoning in Large Language Models: Promising Methods and Approaches.

Less is More Tokens: Efficient Math Reasoning via Difficulty-Aware Chain-of-Thought Distillation Advancing Reasoning in Large Language Models: Promising Methods and Approaches

Reference 43

Resolution
unresolved
no resolver link, observed 2026-08-05T05:34:40.342543Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T05:34:40.342543Z digest=sha256:22231ad749a876c8d4cae858766b83c636d10daeae386519d4274d33eeff8f6b

Observation eacee073-cb76-489d-9fd3-2b2d25b78e64 · outbound

This paper cites gradient descent.

Less is More Tokens: Efficient Math Reasoning via Difficulty-Aware Chain-of-Thought Distillation gradient descent

Reference 44

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T05:34:41.170765Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-05T05:34:40.353605Z digest=sha256:7609d501e61cfec4c55660cae87779ef0a39befc09f71e1cb0b60e16fe94c30a

Observation 0c5ec2a4-bef2-432c-8bf5-af8a79ee0968 · outbound

This paper cites Samsi, D.

Less is More Tokens: Efficient Math Reasoning via Difficulty-Aware Chain-of-Thought Distillation Samsi, D

Reference 45

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T05:34:41.161577Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-05T05:34:40.356023Z digest=sha256:26d5c65b82f676edefe8e2f1d23c37c7d484f5fdc9275b553b5aa4d3c29789bd

Observation c860e47e-1ec3-4ddd-9dc8-31b53115ae83 · outbound

This paper cites Direct Preference Optimization: Your Language Model is Secretly a Reward Model.

Less is More Tokens: Efficient Math Reasoning via Difficulty-Aware Chain-of-Thought Distillation Direct Preference Optimization: Your Language Model is Secretly a Reward Model

Reference 46

Resolution
unresolved
no resolver link, observed 2026-08-05T05:34:40.350827Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T05:34:40.350827Z digest=sha256:0ae472553778516d248bd4611d593a4c8610f9a029c12f32ef7b781a97bfb116

Observation a4d9d1f7-5afa-45ca-8cf2-90482d09b671 · outbound

This paper cites an unresolved cited work.

Less is More Tokens: Efficient Math Reasoning via Difficulty-Aware Chain-of-Thought Distillation Unresolved cited work

Reference 47

Resolution
unresolved
raw_fallback, observed 2026-08-05T05:34:41.145154Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-05T05:34:40.361264Z digest=sha256:75b40827e4fae4f87002555a6c300120d5f8f6d982629d6541826e70ca79dfa9

Observation 7cf3d6d3-a506-4731-be23-8aba5c389d6f · outbound

This paper cites an unresolved cited work.

Less is More Tokens: Efficient Math Reasoning via Difficulty-Aware Chain-of-Thought Distillation Unresolved cited work

Reference 48

Resolution
unresolved
raw_fallback, observed 2026-08-05T05:34:41.136276Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-05T05:34:40.363714Z digest=sha256:78ebad8c26fcfd4c1f338f40f0e04469473184127b2e426149763592d36c9c20

Observation 45d1c01a-eef6-450e-92f7-3cf10eedf6a0 · outbound

This paper cites an unresolved cited work.

Less is More Tokens: Efficient Math Reasoning via Difficulty-Aware Chain-of-Thought Distillation Unresolved cited work

Reference 49

Resolution
unresolved
raw_fallback, observed 2026-08-05T05:34:41.153493Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-05T05:34:40.358500Z digest=sha256:30338d2b48a2d2c00374a1fd90fc98168470b7b47e9a8b922637b9f87d6bc3b6

Observation 4e1d00c2-c9b5-402f-8ece-6786b3037b9e · outbound

This paper cites an unresolved cited work.

Less is More Tokens: Efficient Math Reasoning via Difficulty-Aware Chain-of-Thought Distillation Unresolved cited work

Reference 50

Resolution
unresolved
raw_fallback, observed 2026-08-05T05:34:41.119144Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-05T05:34:40.368764Z digest=sha256:d17c65fc4c96ace7a01b5dd9ce649b5d22a1fc7c780b0b3ec8c07326fabcfe8a

Observation 66f4b84d-345b-4c2b-8404-8ab04bc862bc · outbound

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

Less is More Tokens: Efficient Math Reasoning via Difficulty-Aware Chain-of-Thought Distillation Self-Consistency Improves Chain of Thought Reasoning in Language Models

Reference 51

Resolution
unresolved
no resolver link, observed 2026-08-05T05:34:40.371155Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T05:34:40.371155Z digest=sha256:97465726102ee6dd3d9f9159921ec4b6d7ee82ccf125f84e8e27260c425e5948

Observation 74f952b1-33f4-4d47-9cd6-bac620f154fc · outbound

This paper cites an unresolved cited work.

Less is More Tokens: Efficient Math Reasoning via Difficulty-Aware Chain-of-Thought Distillation Unresolved cited work

Reference 52

Resolution
unresolved
raw_fallback, observed 2026-08-05T05:34:41.127911Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-05T05:34:40.366262Z digest=sha256:2af90bf8f86e9a3602870e74e34dd76e636431af91326831ad54125ebca9da45

Observation e6292ba8-e924-4439-8eaa-87e11656625c · outbound

This paper cites Wingate, M.

Less is More Tokens: Efficient Math Reasoning via Difficulty-Aware Chain-of-Thought Distillation Wingate, M

Reference 53

Resolution
unresolved
no resolver link, observed 2026-08-05T05:34:40.376474Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T05:34:40.376474Z digest=sha256:575cb634a34e11f4dbac18e0aac1ed7186f752f64d740276e39fc841bfea11d2

Observation 8048d071-6ec0-4bd1-a0e8-60f0d8371f89 · outbound

This paper cites an unresolved cited work.

Less is More Tokens: Efficient Math Reasoning via Difficulty-Aware Chain-of-Thought Distillation Unresolved cited work

Reference 54

Resolution
unresolved
raw_fallback, observed 2026-08-05T05:34:41.093832Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-05T05:34:40.382201Z digest=sha256:7787aa819a82d55462ddfcb922eb7b5535fbf125ad8f34d2f0c7526879ab5de4

Observation e04ddaf8-15cb-4bdf-a1c6-c3f3f4d46c0b · outbound

This paper cites an unresolved cited work.

Less is More Tokens: Efficient Math Reasoning via Difficulty-Aware Chain-of-Thought Distillation Unresolved cited work

Reference 55

Resolution
unresolved
raw_fallback, observed 2026-08-05T05:34:41.110551Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-05T05:34:40.373915Z digest=sha256:06b4ee42ffd7af099a8d0230697cf87b25ef75708f0a52b7660fffca9de557ef

Observation f18a150d-b102-4c16-85d9-670b1b123900 · outbound

This paper cites LLaVA-CoT: Let Vision Language Models Reason Step-by-Step.

Less is More Tokens: Efficient Math Reasoning via Difficulty-Aware Chain-of-Thought Distillation LLaVA-CoT: Let Vision Language Models Reason Step-by-Step

Reference 56

Resolution
unresolved
no resolver link, observed 2026-08-05T05:34:40.387405Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T05:34:40.387405Z digest=sha256:72d042a8ee3a6fec5c9042255d2dd4909df671db55dfc1ae75d1c742ef2046dc

Observation 1510b826-56b3-42ad-a134-99922d174da7 · outbound

This paper cites Qwen2.5 Technical Report.

Less is More Tokens: Efficient Math Reasoning via Difficulty-Aware Chain-of-Thought Distillation Qwen2.5 Technical Report

Reference 57

Resolution
unresolved
no resolver link, observed 2026-08-05T05:34:40.390176Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T05:34:40.390176Z digest=sha256:50408773c8ba148a3eb5d24fd4d09611f1f1da99cd85f07c6662c524c86eaf06

Observation e667b54d-ee23-4e05-8de0-ef93c9a8aa06 · outbound

This paper cites Tree of Thoughts: Deliberate Problem Solving with Large Language Models.

Less is More Tokens: Efficient Math Reasoning via Difficulty-Aware Chain-of-Thought Distillation Tree of Thoughts: Deliberate Problem Solving with Large Language Models

Reference 58

Resolution
unresolved
no resolver link, observed 2026-08-05T05:34:40.393093Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T05:34:40.393093Z digest=sha256:dc30589fd8a1483f97dcdce4132279ef63440402054fa4edc0f591922de54ea1

Observation 1728e9ca-aece-438b-8947-14e5a25f3e2e · outbound

This paper cites Towards Expert-Level Medical Question Answering with Large Language Models.

Less is More Tokens: Efficient Math Reasoning via Difficulty-Aware Chain-of-Thought Distillation Towards Expert-Level Medical Question Answering with Large Language Models

Reference 59

Resolution
unresolved
no resolver link, observed 2026-08-05T05:34:40.384764Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T05:34:40.384764Z digest=sha256:da95ef6bac56e57e75b63b75e2bdcd5e3e6c0175b8015643b9166750e9708705

Observation a256bee3-a9be-4916-903b-1b47f37e18b7 · outbound

This paper cites Zhang, D.

Less is More Tokens: Efficient Math Reasoning via Difficulty-Aware Chain-of-Thought Distillation Zhang, D

Reference 60

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T05:34:41.085197Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-05T05:34:40.398698Z digest=sha256:3681595e68eba77a0a2e0f1b8570b5b968068dec619e0b1fd8a913973d90e915

Observation b5d984ed-8311-487e-89d2-a0f09c327f24 · outbound

This paper cites Multimodal Chain-of-Thought Reasoning in Language Models.

Less is More Tokens: Efficient Math Reasoning via Difficulty-Aware Chain-of-Thought Distillation Multimodal Chain-of-Thought Reasoning in Language Models

Reference 61

Resolution
unresolved
no resolver link, observed 2026-08-05T05:34:40.404905Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T05:34:40.404905Z digest=sha256:78ecd191d77b2329a25ef9123d25c27a29da652824122fbd6ec1979a0a19dbd6

Observation d78b6a76-c16b-4f4e-9670-967598ce0176 · outbound

This paper cites DDCoT: Duty-Distinct Chain-of-Thought Prompting for Multimodal Reasoning in Language Models.

Less is More Tokens: Efficient Math Reasoning via Difficulty-Aware Chain-of-Thought Distillation DDCoT: Duty-Distinct Chain-of-Thought Prompting for Multimodal Reasoning in Language Models

Reference 62

Resolution
unresolved
no resolver link, observed 2026-08-05T05:34:40.407592Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T05:34:40.407592Z digest=sha256:8ba2bba5957af3447231187fe2d25c6722df78854dfa41b34a2a97290da53d26

Observation f72fa140-b5b9-48eb-8b5a-021e60b3a2a1 · outbound

This paper cites Long Context Compression with Activation Beacon.

Less is More Tokens: Efficient Math Reasoning via Difficulty-Aware Chain-of-Thought Distillation Long Context Compression with Activation Beacon

Reference 63

Resolution
unresolved
no resolver link, observed 2026-08-05T05:34:40.395862Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T05:34:40.395862Z digest=sha256:db7bc083b14bd655168cee40abbeea9f9b76667b87fa129a69edb6c9e5ee0b79

Observation 4086cf8b-3234-4079-883b-d797dbd14565 · outbound

This paper cites LlamaFactory: Unified Efficient Fine-Tuning of 100+ Language Models.

Less is More Tokens: Efficient Math Reasoning via Difficulty-Aware Chain-of-Thought Distillation LlamaFactory: Unified Efficient Fine-Tuning of 100+ Language Models

Reference 64

Resolution
unresolved
no resolver link, observed 2026-08-05T05:34:40.413067Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T05:34:40.413067Z digest=sha256:66b2213e9dc237ddc1f25407d45509c1c1227f085698eee6cf34040f05931c88

Observation 0d89ce63-e546-4ffa-8225-41133f8268da · outbound

This paper cites MathVerse: Does Your Multi-modal LLM Truly See the Diagrams in Visual Math Problems?.

Less is More Tokens: Efficient Math Reasoning via Difficulty-Aware Chain-of-Thought Distillation MathVerse: Does Your Multi-modal LLM Truly See the Diagrams in Visual Math Problems?

Reference 65

Resolution
unresolved
no resolver link, observed 2026-08-05T05:34:40.401646Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T05:34:40.401646Z digest=sha256:5264d74e78994aa0fba4db7a022c2b1663ce3328901de129004985705fb27647

Observation 9bf28a27-842f-47d5-be4f-26a3a1b8ddb3 · outbound

This paper cites Judging LLM-as-a-Judge with MT-Bench and Chatbot Arena.

Less is More Tokens: Efficient Math Reasoning via Difficulty-Aware Chain-of-Thought Distillation Judging LLM-as-a-Judge with MT-Bench and Chatbot Arena

Reference 68

Resolution
unresolved
no resolver link, observed 2026-08-05T05:34:40.410309Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T05:34:40.410309Z digest=sha256:d4920673e2d46e53e472a0ef230c11348edce420f6da5a0ecdf00b7e7662b9b6

Observation d606be47-e0c2-48e2-b500-69ed78614eb5 · outbound

This paper cites think hard.

Less is More Tokens: Efficient Math Reasoning via Difficulty-Aware Chain-of-Thought Distillation think hard

Reference 70

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T05:34:41.076916Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-05T05:34:40.415640Z digest=sha256:10176272f0eb994996e0a6175e2321bddf73e803adc1a655a01faf4add175a57

Observation 85d900bd-1963-47db-9415-4ba7ad50c44a · outbound

This paper cites an unresolved cited work.

Less is More Tokens: Efficient Math Reasoning via Difficulty-Aware Chain-of-Thought Distillation Unresolved cited work

Reference 72

Resolution
unresolved
raw_fallback, observed 2026-08-05T05:34:41.059895Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-05T05:34:40.421269Z digest=sha256:3ff295b5078f8f0f52455c553f7f13268be1c1c215fa366fe8626750906abb58

Observation 2a13f2e4-1996-413e-ac4e-762106d592f8 · outbound

This paper cites an unresolved cited work.

Less is More Tokens: Efficient Math Reasoning via Difficulty-Aware Chain-of-Thought Distillation Unresolved cited work

Reference 73

Resolution
unresolved
raw_fallback, observed 2026-08-05T05:34:40.936260Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-05T05:34:40.424207Z digest=sha256:b79f9f45b59666aa14365feb3d8669469df9490bc9456875ed674c76c0f869f8

Observation 3f4b518b-5d7f-4bc7-af46-336b178e32b0 · outbound

This paper cites Instructions: •Do notattempt to solve, fix, or fact-check the solution.

Less is More Tokens: Efficient Math Reasoning via Difficulty-Aware Chain-of-Thought Distillation Instructions: •Do notattempt to solve, fix, or fact-check the solution

Reference 74

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T05:34:40.927542Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-05T05:34:40.426982Z digest=sha256:5dbc92d5d4809be4a60feeabc599c76ac8cbf3bce5da18bfc781aa35a444680f

Observation fa6ae1b2-fcbd-434c-abdc-3d6bb409f523 · outbound

This paper cites an unresolved cited work.

Less is More Tokens: Efficient Math Reasoning via Difficulty-Aware Chain-of-Thought Distillation Unresolved cited work

Reference 76

Resolution
unresolved
raw_fallback, observed 2026-08-05T05:34:40.918674Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-05T05:34:40.432190Z digest=sha256:aa4693e5bd86803e2dddc9640faeb6ea6da08307d535b42b45aed786dbce07e3

Observation 045c54ac-de71-4004-9003-b65e8cf6c547 · outbound

This paper cites an unresolved cited work.

Less is More Tokens: Efficient Math Reasoning via Difficulty-Aware Chain-of-Thought Distillation Unresolved cited work

Reference 77

Resolution
unresolved
raw_fallback, observed 2026-08-05T05:34:40.909353Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-05T05:34:40.434937Z digest=sha256:a53cd494f879db11fe7fbf2d93603616cd55ef39a4c0c45bf537e06940209b64

Observation a5758cf7-011d-47b4-a7f1-7ee92e019f33 · outbound

This paper cites Instructions: •Do notattempt to solve, fix, or fact-check the solution.

Less is More Tokens: Efficient Math Reasoning via Difficulty-Aware Chain-of-Thought Distillation Instructions: •Do notattempt to solve, fix, or fact-check the solution

Reference 78

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T05:34:40.900791Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-05T05:34:40.437479Z digest=sha256:35824fecf7c05ed81b3c8eeb4a1ec75d8c2ebd9ccc7c4eeaa2e98b67858c9142

Observation b9443c84-84f6-4bea-ac1e-dc64e4ac3f4f · outbound

This paper cites an unresolved cited work.

Less is More Tokens: Efficient Math Reasoning via Difficulty-Aware Chain-of-Thought Distillation Unresolved cited work

Reference 80

Resolution
unresolved
raw_fallback, observed 2026-08-05T05:34:40.891242Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-05T05:34:40.442548Z digest=sha256:3ea78984659accafe0e5df4dcc6118f40650422329db4902d399ec184b77fb53

Observation 26a12685-1478-4ad1-8316-343b83bc6c3a · outbound

This paper cites an unresolved cited work.

Less is More Tokens: Efficient Math Reasoning via Difficulty-Aware Chain-of-Thought Distillation Unresolved cited work

Reference 81

Resolution
unresolved
raw_fallback, observed 2026-08-05T05:34:40.880959Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-05T05:34:40.445180Z digest=sha256:ba81c92154f63f9d3faa8037de63da45f6bb6763316d21f896d8d3e8db1e4a33

Observation 53b3e705-28e2-4441-9026-aa1eae1b1adb · outbound

This paper cites Instructions: •Do notsolve or complete the problem yourself.

Less is More Tokens: Efficient Math Reasoning via Difficulty-Aware Chain-of-Thought Distillation Instructions: •Do notsolve or complete the problem yourself

Reference 82

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T05:34:40.871643Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-05T05:34:40.447885Z digest=sha256:e28519d48cfbdf9f4c9b80530693badefc7a476fa4443e1188c10da6dd2300b5

Observation 939a85a6-7f55-4c27-81bb-0ebae293a85d · outbound

This paper cites an unresolved cited work.

Less is More Tokens: Efficient Math Reasoning via Difficulty-Aware Chain-of-Thought Distillation Unresolved cited work

Reference 83

Resolution
unresolved
raw_fallback, observed 2026-08-05T05:34:41.068245Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-05T05:34:40.450413Z digest=sha256:426c86e4ba48bf2ffdc7b54d9b471d7be3d2b3fb8e696037efb22d9cf22ba4eb

Observation 0d0812d1-99be-4a1c-b562-d393e4b270bf · outbound

This paper cites an unresolved cited work.

Less is More Tokens: Efficient Math Reasoning via Difficulty-Aware Chain-of-Thought Distillation Unresolved cited work

Reference 84

Resolution
unresolved
raw_fallback, observed 2026-08-05T05:34:40.862038Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-05T05:34:40.452826Z digest=sha256:df90bf16fada1c6becd34f46408940cbd0367c7f9e097c78f0e2020b26107169

Observation 14bd4327-09eb-41f3-a925-9a8a3d0a81c8 · outbound

This paper cites an unresolved cited work.

Less is More Tokens: Efficient Math Reasoning via Difficulty-Aware Chain-of-Thought Distillation Unresolved cited work

Reference 85

Resolution
unresolved
raw_fallback, observed 2026-08-05T05:34:40.853051Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-05T05:34:40.455730Z digest=sha256:3d0f57cdaff33998d7f2c683800f8688b06632c0419bc2077830350dd992dc0a

Observation fedd8e8b-52df-46c6-993c-a904525c0f10 · outbound

This paper cites Instructions: •Do notattempt to solve or correct the solution.

Less is More Tokens: Efficient Math Reasoning via Difficulty-Aware Chain-of-Thought Distillation Instructions: •Do notattempt to solve or correct the solution

Reference 86

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T05:34:40.844044Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-05T05:34:40.458256Z digest=sha256:99301af298c9b6c6b54c7974b484706c37802d1beaaa222a9e33bf08f2a5ac72

Observation 3ba44011-d2c5-4eeb-ae0e-e2ef09acd958 · outbound

This paper cites an unresolved cited work.

Less is More Tokens: Efficient Math Reasoning via Difficulty-Aware Chain-of-Thought Distillation Unresolved cited work

Reference 412

Resolution
unresolved
raw_fallback, observed 2026-08-05T05:34:41.102247Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-05T05:34:40.379342Z digest=sha256:88f4131b667fc692a8edf5e4c6b677c4d85ad2aebcebeb2ba27ef6069a95ea37

Observation 00007b07-56e4-4883-acdb-3955c29229bf · outbound

This paper cites Navigate through Enigmatic Labyrinth A Survey of Chain of Thought Reasoning: Advances, Frontiers and Future.

Less is More Tokens: Efficient Math Reasoning via Difficulty-Aware Chain-of-Thought Distillation Navigate through Enigmatic Labyrinth A Survey of Chain of Thought Reasoning: Advances, Frontiers and Future

Reference 2024

Resolution
unresolved
no resolver link, observed 2026-08-05T05:34:40.261605Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T05:34:40.261605Z digest=sha256:a9ebf4186bcd1edb6b501cdec7186f4ec7cfbb69a208dd0cf20e87e4a5079e70

Observation 76d58267-656f-435d-87d6-34c5f5ff85c9 · outbound

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

Less is More Tokens: Efficient Math Reasoning via Difficulty-Aware Chain-of-Thought Distillation Do NOT Think That Much for 2+3=? On the Overthinking of o1-Like LLMs

Reference 2025

Resolution
unresolved
no resolver link, observed 2026-08-05T05:34:40.253151Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T05:34:40.253151Z digest=sha256:670d0561b1eda64601fe0efc45a8cad863d2e068e7c951e6c3ee51163171769e

Pith citing papers

No inbound Pith citation observations are available.