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

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

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T05:34:41.307213Z

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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

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T05:34:41.297660Z

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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

Resolution: unresolved; no resolver link, observed 2026-08-05T05:34:40.237414Z

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

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

Reference 7

Resolution: unresolved; raw_fallback, observed 2026-08-05T05:34:41.288726Z

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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

Resolution: unresolved; no resolver link, observed 2026-08-05T05:34:40.243499Z

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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

Resolution: unresolved; no resolver link, observed 2026-08-05T05:34:40.246728Z

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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

Resolution: unresolved; raw_fallback, observed 2026-08-05T05:34:41.279257Z

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No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

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

Resolution: unresolved; no resolver link, observed 2026-08-05T05:34:40.256273Z

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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

Resolution: unresolved; raw_fallback, observed 2026-08-05T05:34:41.269909Z

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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

Resolution: unresolved; no resolver link, observed 2026-08-05T05:34:40.264693Z

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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

Resolution: unresolved; no resolver link, observed 2026-08-05T05:34:40.267369Z

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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

Resolution: unresolved; no resolver link, observed 2026-08-05T05:34:40.273367Z

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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

Resolution: unresolved; no resolver link, observed 2026-08-05T05:34:40.276069Z

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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

Resolution: unresolved; no resolver link, observed 2026-08-05T05:34:40.278768Z

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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

Resolution: unresolved; raw_fallback, observed 2026-08-05T05:34:41.254325Z

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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

Resolution: unresolved; no resolver link, observed 2026-08-05T05:34:40.283896Z

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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

Resolution: unresolved; no resolver link, observed 2026-08-05T05:34:40.286976Z

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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

Resolution: unresolved; no resolver link, observed 2026-08-05T05:34:40.290146Z

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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

Resolution: unresolved; no resolver link, observed 2026-08-05T05:34:40.293328Z

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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

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T05:34:41.245841Z

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No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

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

Resolution: unresolved; no resolver link, observed 2026-08-05T05:34:40.299149Z

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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

Resolution: unresolved; no resolver link, observed 2026-08-05T05:34:40.302087Z

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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

Resolution: verified exact; local_arxiv, observed 2026-08-05T05:34:40.679690Z

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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

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T05:34:41.237317Z

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No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

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

Resolution: unresolved; raw_fallback, observed 2026-08-05T05:34:41.228992Z

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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

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T05:34:41.220884Z

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No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

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

Resolution: unresolved; no resolver link, observed 2026-08-05T05:34:40.315728Z

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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

Resolution: unresolved; no resolver link, observed 2026-08-05T05:34:40.318437Z

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

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

Reference 33

Resolution: unresolved; raw_fallback, observed 2026-08-05T05:34:41.212877Z

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No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

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

Resolution: unresolved; raw_fallback, observed 2026-08-05T05:34:41.204590Z

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No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

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

Resolution: unresolved; no resolver link, observed 2026-08-05T05:34:40.326362Z

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

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

Reference 36

Resolution: unresolved; raw_fallback, observed 2026-08-05T05:34:41.196324Z

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No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

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

Resolution: unresolved; no resolver link, observed 2026-08-05T05:34:40.331508Z

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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

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No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

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

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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

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No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

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

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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

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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

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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

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No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

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

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No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

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

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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

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No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

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

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No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

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

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No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

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

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No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

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

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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

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No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

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

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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

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No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

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

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No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

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

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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.

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.

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.

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 2026-08-20T06:33:59.587034+00:00.

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.

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.

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.

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.

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.

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.

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 2026-08-20T06:33:59.587034+00:00.

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 2026-08-20T06:33:59.587034+00:00.

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 2026-08-20T06:33:59.587034+00:00.

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 2026-08-20T06:33:59.587034+00:00.

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 2026-08-20T06:33:59.587034+00:00.

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 2026-08-20T06:33:59.587034+00:00.

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 2026-08-20T06:33:59.587034+00:00.

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 2026-08-20T06:33:59.587034+00:00.

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 2026-08-20T06:33:59.587034+00:00.

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 2026-08-20T06:33:59.587034+00:00.

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 2026-08-20T06:33:59.587034+00:00.

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 2026-08-20T06:33:59.587034+00:00.

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 2026-08-20T06:33:59.587034+00:00.

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 2026-08-20T06:33:59.587034+00:00.

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 2026-08-20T06:33:59.587034+00:00.

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.

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.

Coverage vector

Reference resolution

Outbound references

Pith citing papers