Pith. sign in

Paper Citation Record · LEDGER

BODHI: Do LLMs Branch Out and Discover Heterogeneous Inferences?

As of 21 August 2026, this Paper Citation Record lists 71 of 71 outbound references and 0 inbound Pith citation observations for arXiv:2608.02867.

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

pith.paper-citation-record.v1
2608.02867 v1

Coverage vector

measured 71 of 71 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-15T15:00:38.595382Z

measured 71 of 71 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-21T06:32:19.484+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

71 of 71 outbound references displayed

  • verified exact13
  • verified fuzzy6
  • unresolved52
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 10cc2266-5460-487e-8a8e-fb4d90825c15 · outbound

This paper cites an unresolved cited work.

BODHI: Do LLMs Branch Out and Discover Heterogeneous Inferences? Unresolved cited work

Reference 2

Resolution
unresolved
no resolver link, observed 2026-08-15T15:00:38.230465Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T15:00:38.230465Z digest=sha256:aea79e37983b246830f005dd19a3fe70cc44a60d853ce6e6fc1fb4ee42e24c93

Observation 7ef26f1d-ac6b-4e08-9502-e6eafc4897d2 · outbound

This paper cites Curriculum Reinforcement Learning Can Incentivize Reasoning Capacity in LLMs Beyond the Base Model.

BODHI: Do LLMs Branch Out and Discover Heterogeneous Inferences? Curriculum Reinforcement Learning Can Incentivize Reasoning Capacity in LLMs Beyond the Base Model

Reference 3

Resolution
unresolved
no resolver link, observed 2026-08-15T15:00:38.234813Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T15:00:38.234813Z digest=sha256:7b8f5d73bf968dca0ddd706aa459a8fb3224260ea38a5d009f94ac3dbfe2bec6

Observation 54e5e015-3a6d-4af1-9142-634f3d02cada · outbound

This paper cites an unresolved cited work.

BODHI: Do LLMs Branch Out and Discover Heterogeneous Inferences? Unresolved cited work

Reference 5

Resolution
unresolved
raw_fallback, observed 2026-08-15T15:00:39.654656Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=arxiv_source observed=2026-08-15T15:00:38.243973Z digest=sha256:d8e0b25e9958c601ab5edc14b0a47955031914bb3cd0dbb06a241f6e5a3eb371

Observation 0cbc758a-aff0-4f87-9fbb-f3a56fa9a91d · outbound

This paper cites an unresolved cited work.

BODHI: Do LLMs Branch Out and Discover Heterogeneous Inferences? Unresolved cited work

Reference 7

Resolution
unresolved
no resolver link, observed 2026-08-15T15:00:38.253117Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T15:00:38.253117Z digest=sha256:351a7523a846517a3803ea2850bfd1414ba3e20f09f8d6063de05d093855c1ae

Observation 48a2230f-7a7b-4387-b7ca-18ec19297b38 · outbound

This paper cites an unresolved cited work.

BODHI: Do LLMs Branch Out and Discover Heterogeneous Inferences? Unresolved cited work

Reference 9

Resolution
unresolved
no resolver link, observed 2026-08-15T15:00:38.261848Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T15:00:38.261848Z digest=sha256:c000c95b83592843b306a85226687529f2cc21cb5e957516c6d45376af605377

Observation 40240d80-5295-4de6-80c3-4e6635af28d2 · outbound

This paper cites an unresolved cited work.

BODHI: Do LLMs Branch Out and Discover Heterogeneous Inferences? Unresolved cited work

Reference 12

Resolution
unresolved
raw_fallback, observed 2026-08-15T15:00:39.641391Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=arxiv_source observed=2026-08-15T15:00:38.274721Z digest=sha256:0f9389e55e7562742022cee9a7df9c681083ad8595427bf4d92e3e9803f71688

Observation d13c597b-b9c1-469e-88a5-865208286f29 · outbound

This paper cites an unresolved cited work.

BODHI: Do LLMs Branch Out and Discover Heterogeneous Inferences? Unresolved cited work

Reference 14

Resolution
unresolved
raw_fallback, observed 2026-08-15T15:00:39.628095Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=arxiv_source observed=2026-08-15T15:00:38.283022Z digest=sha256:af8410f3ea85c5aeb19a9f192fcddde72995c7396474aa46f92ddce8914c155b

Observation b4e2134c-082d-4b60-a996-dc448b85fc74 · outbound

This paper cites A Configurable Library for Generating and Manipulating Maze Datasets.

BODHI: Do LLMs Branch Out and Discover Heterogeneous Inferences? A Configurable Library for Generating and Manipulating Maze Datasets

Reference 16

Resolution
unresolved
no resolver link, observed 2026-08-15T15:00:38.291438Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T15:00:38.291438Z digest=sha256:e8e23a6386e213735f2a575871a4c9fd62ab94ae9baefe1ca574a5aabe00bae2

Observation 145d61d7-c777-4561-a0de-37b0f18171b0 · outbound

This paper cites TreePO: Bridging the Gap of Policy Optimization and Efficacy and Inference Efficiency with Heuristic Tree-based Modeling.

BODHI: Do LLMs Branch Out and Discover Heterogeneous Inferences? TreePO: Bridging the Gap of Policy Optimization and Efficacy and Inference Efficiency with Heuristic Tree-based Modeling

Reference 21

Resolution
unresolved
no resolver link, observed 2026-08-15T15:00:38.312561Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T15:00:38.312561Z digest=sha256:b0106666a2264c001747eb969b7d4da33304b3353881dd23f0f9ea321da74904

Observation 41c5d080-d22d-4ef2-b805-f79f9472aae9 · outbound

This paper cites Understanding R1-Zero-Like Training: A Critical Perspective.

BODHI: Do LLMs Branch Out and Discover Heterogeneous Inferences? Understanding R1-Zero-Like Training: A Critical Perspective

Reference 22

Resolution
unresolved
no resolver link, observed 2026-08-15T15:00:38.316914Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T15:00:38.316914Z digest=sha256:4cbc16508bc35594d0be3bf7fdd52ba23c82aee8b909d5382e69a64bc164e288

Observation 91525a9e-2f01-4ab7-8e2b-5fcbde18bcbc · outbound

This paper cites gpt-oss-120b & gpt-oss-20b Model Card.

BODHI: Do LLMs Branch Out and Discover Heterogeneous Inferences? gpt-oss-120b & gpt-oss-20b Model Card

Reference 24

Resolution
unresolved
no resolver link, observed 2026-08-15T15:00:38.325175Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T15:00:38.325175Z digest=sha256:ee99668eefadd1badb8d91b845e0ca5f5a3194383d4475ece0e5b41090073067

Observation 233fe997-19d8-4c28-81a7-6cbc4c707a2e · outbound

This paper cites an unresolved cited work.

BODHI: Do LLMs Branch Out and Discover Heterogeneous Inferences? Unresolved cited work

Reference 25

Resolution
unresolved
raw_fallback, observed 2026-08-15T15:00:39.614554Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=arxiv_source observed=2026-08-15T15:00:38.329745Z digest=sha256:a201cf976f24772751024a90acb33dafabf807b0ce806d7192194875c0163482

Observation 2534bf56-9a6b-45f8-807a-ac7f8035d2af · outbound

This paper cites an unresolved cited work.

BODHI: Do LLMs Branch Out and Discover Heterogeneous Inferences? Unresolved cited work

Reference 26

Resolution
unresolved
raw_fallback, observed 2026-08-15T15:00:39.600175Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=arxiv_source observed=2026-08-15T15:00:38.333943Z digest=sha256:e50d8a8a570b9e1f989cbf77a4f279c1700c917f1d2663ff28f06ae4196d2c70

Observation 350d97d0-e56d-4abc-bc20-3497006290ea · outbound

This paper cites Qwen2.5 Technical Report.

BODHI: Do LLMs Branch Out and Discover Heterogeneous Inferences? Qwen2.5 Technical Report

Reference 27

Resolution
unresolved
no resolver link, observed 2026-08-15T15:00:38.337820Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T15:00:38.337820Z digest=sha256:fa78bf75bed67dfce36cd353d3a717d2720e8ff902aa86d0a0723c3788aae4b5

Observation 66213ac0-40c8-47fd-a6ed-5e7fddae0556 · outbound

This paper cites an unresolved cited work.

BODHI: Do LLMs Branch Out and Discover Heterogeneous Inferences? Unresolved cited work

Reference 29

Resolution
unresolved
no resolver link, observed 2026-08-15T15:00:38.346133Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T15:00:38.346133Z digest=sha256:48347a3ad2eccbfb89123cab96a605986de141b06f8514260c4e8d04b5b6ebbc

Observation d80858d8-244b-43db-b776-01457f2186c2 · outbound

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

BODHI: Do LLMs Branch Out and Discover Heterogeneous Inferences? DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models

Reference 30

Resolution
unresolved
no resolver link, observed 2026-08-15T15:00:38.350123Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T15:00:38.350123Z digest=sha256:7045fb589f000519685f3d6d97fa575316b288ddffaa7c74914b3d126e75e825

Observation a34ab783-4277-4304-827d-48ee5f01e286 · outbound

This paper cites Gemma 3 Technical Report.

BODHI: Do LLMs Branch Out and Discover Heterogeneous Inferences? Gemma 3 Technical Report

Reference 31

Resolution
unresolved
no resolver link, observed 2026-08-15T15:00:38.354327Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T15:00:38.354327Z digest=sha256:932d38998c107c0ff5dc2ca8aa4d5b61c30d93c929514f5eed2f49d97051217c

Observation f7d0ee7a-a708-498f-98a7-6eea4569c070 · outbound

This paper cites an unresolved cited work.

BODHI: Do LLMs Branch Out and Discover Heterogeneous Inferences? Unresolved cited work

Reference 32

Resolution
unresolved
no resolver link, observed 2026-08-15T15:00:38.358421Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T15:00:38.358421Z digest=sha256:7acc4239eaa14ca8a8c0f288d3f61b64b43d1793dbf4dc63b1e73d3286227704

Observation 66b8a233-9404-4698-9105-8bec9295c26b · outbound

This paper cites an unresolved cited work.

BODHI: Do LLMs Branch Out and Discover Heterogeneous Inferences? Unresolved cited work

Reference 33

Resolution
unresolved
no resolver link, observed 2026-08-15T15:00:38.362702Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T15:00:38.362702Z digest=sha256:78e7e1d04bc449db533da027b293787a9d595b9569f0b0a11a2bcf274749d0f4

Observation de4739e4-60ae-4894-aeee-2feb3e7fd53e · outbound

This paper cites an unresolved cited work.

BODHI: Do LLMs Branch Out and Discover Heterogeneous Inferences? Unresolved cited work

Reference 34

Resolution
unresolved
no resolver link, observed 2026-08-15T15:00:38.367227Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T15:00:38.367227Z digest=sha256:430cfbae21eb07837e9c9360db06c2f86f39e772cd2a65b29fbd07d07f4fb089

Observation 5f5e93fc-989d-4cc8-9f23-4d8300837c4f · outbound

This paper cites Le, Ed H.

BODHI: Do LLMs Branch Out and Discover Heterogeneous Inferences? Le, Ed H

Reference 35

Resolution
unresolved
no resolver link, observed 2026-08-15T15:00:38.371394Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T15:00:38.371394Z digest=sha256:c0e182b63a5502d659b5af81574fcea42609f75198e671a46b990af56efd01ae

Observation 34d08d44-e088-45f8-bedb-c4f2f05ba662 · outbound

This paper cites an unresolved cited work.

BODHI: Do LLMs Branch Out and Discover Heterogeneous Inferences? Unresolved cited work

Reference 36

Resolution
unresolved
raw_fallback, observed 2026-08-15T15:00:39.551943Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=arxiv_source observed=2026-08-15T15:00:38.375827Z digest=sha256:761a0e89408b4e23afffb2adf558f1770f380d1827390640b52392b035758616

Observation 387dc59e-74bb-4710-a9f1-ffe1eececcfc · outbound

This paper cites Qwen3 Technical Report.

BODHI: Do LLMs Branch Out and Discover Heterogeneous Inferences? Qwen3 Technical Report

Reference 37

Resolution
unresolved
no resolver link, observed 2026-08-15T15:00:38.379890Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T15:00:38.379890Z digest=sha256:ae32537e6ea9815e3c93d74e5e46f09673beaa948806ab0ff8eb801aa927c6ee

Observation 95005981-a629-4c7b-8135-ed6298ec9ae0 · outbound

This paper cites an unresolved cited work.

BODHI: Do LLMs Branch Out and Discover Heterogeneous Inferences? Unresolved cited work

Reference 38

Resolution
unresolved
no resolver link, observed 2026-08-15T15:00:38.384172Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T15:00:38.384172Z digest=sha256:30495955f019632ebc11cb4a0ce6ef95d0662647e6d861908e5e2ffcb8e4854c

Observation d0982eea-6efb-4c06-9589-e4510f466022 · outbound

This paper cites Griffiths, Yuan Cao, and Karthik R Narasimhan.

BODHI: Do LLMs Branch Out and Discover Heterogeneous Inferences? Griffiths, Yuan Cao, and Karthik R Narasimhan

Reference 39

Resolution
unresolved
no resolver link, observed 2026-08-15T15:00:38.389169Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T15:00:38.389169Z digest=sha256:dbff725df5ca5f6a39b4aa0d423a4d64ee5da8973fa01026c65de52f2bf2ba7c

Observation 5565de2b-47ee-493b-840c-8c7db571b9db · outbound

This paper cites an unresolved cited work.

BODHI: Do LLMs Branch Out and Discover Heterogeneous Inferences? Unresolved cited work

Reference 40

Resolution
unresolved
raw_fallback, observed 2026-08-15T15:00:39.528539Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=arxiv_source observed=2026-08-15T15:00:38.393457Z digest=sha256:9ee158dcb35f6b4b2d89bf8bd90f1a5b48f5c0d53f7f9ce9e098c0ae41466880

Observation 0338adaa-f69d-406a-bead-084228d2eb27 · outbound

This paper cites an unresolved cited work.

BODHI: Do LLMs Branch Out and Discover Heterogeneous Inferences? Unresolved cited work

Reference 41

Resolution
unresolved
no resolver link, observed 2026-08-15T15:00:38.398893Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T15:00:38.398893Z digest=sha256:949822a9044ce100605d8fc2ddb972dab64a7f59ff4d6adaefaac9eaa9a12458

Observation 51ddc305-4cf7-4ad5-8cd6-1e51a6886059 · outbound

This paper cites an unresolved cited work.

BODHI: Do LLMs Branch Out and Discover Heterogeneous Inferences? Unresolved cited work

Reference 42

Resolution
unresolved
raw_fallback, observed 2026-08-15T15:00:39.514576Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=arxiv_source observed=2026-08-15T15:00:38.403250Z digest=sha256:0822890c843aa3c4a04d79528ed3f9acd379b0045a8e90f2cffa085ca5ee78f0

Observation 48fafe5b-03a0-4a19-abd1-f619008f646a · outbound

This paper cites First Return, Entropy-Eliciting Explore.

BODHI: Do LLMs Branch Out and Discover Heterogeneous Inferences? First Return, Entropy-Eliciting Explore

Reference 44

Resolution
unresolved
no resolver link, observed 2026-08-15T15:00:38.411952Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T15:00:38.411952Z digest=sha256:f55cd17eee0379c69416c56f4e27d8bdfbc93d7696ef925add1779d35c5a4773

Observation 207bd479-e2b7-4373-b4b2-a7a4cc1454b6 · outbound

This paper cites Beyond the 80/20 Rule: High-Entropy Minority Tokens Drive Effective Reinforcement Learning for.

BODHI: Do LLMs Branch Out and Discover Heterogeneous Inferences? Beyond the 80/20 Rule: High-Entropy Minority Tokens Drive Effective Reinforcement Learning for

Reference 45

Resolution
unresolved
no resolver link, observed 2026-08-15T15:00:38.416479Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T15:00:38.416479Z digest=sha256:30ba76285baa05afc1f22149ea931ce6bc909b7d6ca1a1d8c65d876ca092a49a

Observation 3a36cd28-e6da-487a-8290-4f5e9da3eb84 · outbound

This paper cites Does Reinforcement Learning Really Incentivize Reasoning Capacity in.

BODHI: Do LLMs Branch Out and Discover Heterogeneous Inferences? Does Reinforcement Learning Really Incentivize Reasoning Capacity in

Reference 46

Resolution
unresolved
no resolver link, observed 2026-08-15T15:00:38.420904Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T15:00:38.420904Z digest=sha256:cc21cd8920619415b312ad14332f9d16afae453efb118a480568cdcb40d7262d

Observation 8bb272cf-69db-42ca-a80d-daa0eca9887b · outbound

This paper cites Transactions of the Association for Computational Linguistics , volume =.

BODHI: Do LLMs Branch Out and Discover Heterogeneous Inferences? Transactions of the Association for Computational Linguistics , volume =

Reference 47

Resolution
verified exact
doi, observed 2026-08-15T15:00:38.646625Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=arxiv_source observed=2026-08-15T15:00:38.425299Z digest=sha256:d4a771e5ef7ad496d06a4c7dcb751152d94965e0a59995114357641a20f328aa

Observation 1753f527-efab-49e0-89d5-e839ab5234d5 · outbound

This paper cites 2026 , url=.

BODHI: Do LLMs Branch Out and Discover Heterogeneous Inferences? 2026 , url=

Reference 48

Resolution
unresolved
no resolver link, observed 2026-08-15T15:00:38.429582Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T15:00:38.429582Z digest=sha256:7b602d989700e91bea687e4d67b23861ce1189e9292a2d5b7335f53e5da40451

Observation 3f38b4f4-6423-486a-821f-20c6c114719b · outbound

This paper cites 2025 , eprint=.

BODHI: Do LLMs Branch Out and Discover Heterogeneous Inferences? 2025 , eprint=

Reference 49

Resolution
unresolved
no resolver link, observed 2026-08-15T15:00:38.434397Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T15:00:38.434397Z digest=sha256:ba995eeabbdbc75682db53c8715fabadbfcf01ad05cb64cbd5d12eb5966d3d16

Observation 0518adbe-154d-4d98-84fb-9e1341f4f2d5 · outbound

This paper cites 2024 , eprint=.

BODHI: Do LLMs Branch Out and Discover Heterogeneous Inferences? 2024 , eprint=

Reference 50

Resolution
unresolved
no resolver link, observed 2026-08-15T15:00:38.438924Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T15:00:38.438924Z digest=sha256:b4781b16bce585d616e46e1f74618a0e555e8f162573ea374fddeca31130d313

Observation a882080d-fd5a-41e2-9497-58246420d847 · outbound

This paper cites Le and Ed H.

BODHI: Do LLMs Branch Out and Discover Heterogeneous Inferences? Le and Ed H

Reference 51

Resolution
unresolved
no resolver link, observed 2026-08-15T15:00:38.443336Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T15:00:38.443336Z digest=sha256:09d746212eca9b4af85af311c03c056d9270aea78f9741ad542512036c566542

Observation 72ae4ed0-6cc8-470f-bbc2-3670c944f372 · outbound

This paper cites Thirty-seventh Conference on Neural Information Processing Systems , year=.

BODHI: Do LLMs Branch Out and Discover Heterogeneous Inferences? Thirty-seventh Conference on Neural Information Processing Systems , year=

Reference 52

Resolution
unresolved
no resolver link, observed 2026-08-15T15:00:38.447771Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T15:00:38.447771Z digest=sha256:ba187a15f3c0d085621bd54d0af702c6cd6024cd5eb533fb973813169c02adec

Observation 4cb35fbc-0218-4912-97e8-a0db5ba31247 · outbound

This paper cites 2025 , eprint=.

BODHI: Do LLMs Branch Out and Discover Heterogeneous Inferences? 2025 , eprint=

Reference 53

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T15:00:39.438431Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=arxiv_source observed=2026-08-15T15:00:38.452202Z digest=sha256:16a16755c1fca265b80361d32de12a6aab4cff4432ec13ce8b47c697cebee430

Observation cc120587-e312-48bc-aa75-5ebc02206cec · outbound

This paper cites 2025 , eprint=.

BODHI: Do LLMs Branch Out and Discover Heterogeneous Inferences? 2025 , eprint=

Reference 54

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T15:00:39.424088Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=arxiv_source observed=2026-08-15T15:00:38.456323Z digest=sha256:623d951b6ea90f41dcc017c78721189d269f1c2358edddb5652a707289fdd3dd

Observation d89f1542-d028-49a9-be6c-92d5714ca1a8 · outbound

This paper cites 2025 , eprint=.

BODHI: Do LLMs Branch Out and Discover Heterogeneous Inferences? 2025 , eprint=

Reference 55

Resolution
unresolved
no resolver link, observed 2026-08-15T15:00:38.460638Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T15:00:38.460638Z digest=sha256:2b4f9f002e81b4d8baf0b46f84a572a8136040b0374baf64d84e6a8bf4c661f9

Observation 023008ea-f275-42e3-85c5-f121fef6373a · outbound

This paper cites Findings of the.

BODHI: Do LLMs Branch Out and Discover Heterogeneous Inferences? Findings of the

Reference 56

Resolution
verified exact
doi, observed 2026-08-15T15:00:38.821705Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=arxiv_source observed=2026-08-15T15:00:38.464753Z digest=sha256:59f44ceec09015844548947483a4b57540a4861a83e5cdf805a68fdefba3b370

Observation 54c354c3-7916-4513-adce-4ee43e16312e · outbound

This paper cites Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing , month = nov, year =.

BODHI: Do LLMs Branch Out and Discover Heterogeneous Inferences? Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing , month = nov, year =

Reference 57

Resolution
verified exact
doi, observed 2026-08-15T15:00:38.836064Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=arxiv_source observed=2026-08-15T15:00:38.468954Z digest=sha256:3463e1b3b9aac5454877fefe9ac8b533be6a41b5756095a9ee11e217cfcb3bf3

Observation 722e618f-0ff8-4932-8f3b-52bfc3bf6d99 · outbound

This paper cites Findings of the.

BODHI: Do LLMs Branch Out and Discover Heterogeneous Inferences? Findings of the

Reference 58

Resolution
verified exact
doi, observed 2026-08-15T15:00:38.660693Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=arxiv_source observed=2026-08-15T15:00:38.472913Z digest=sha256:1d937f7a35bebf68ca0d3a247c1b925b463385b79776d88a5b4de390a713c980

Observation 43564199-578c-4de9-a605-5bfef69de3e6 · outbound

This paper cites Proceedings of the 64th Annual Meeting of the.

BODHI: Do LLMs Branch Out and Discover Heterogeneous Inferences? Proceedings of the 64th Annual Meeting of the

Reference 59

Resolution
verified exact
doi, observed 2026-08-15T15:00:38.631859Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=arxiv_source observed=2026-08-15T15:00:38.477490Z digest=sha256:b072128340844029f2ac13c1996c3c9bd8ae6c5b2b706c51beb12d3c51a6d16e

Observation 2f01823e-c93d-44b0-9c7a-cfd2b8125608 · outbound

This paper cites Rewarding the Rare: Uniqueness-Aware.

BODHI: Do LLMs Branch Out and Discover Heterogeneous Inferences? Rewarding the Rare: Uniqueness-Aware

Reference 60

Resolution
verified exact
doi, observed 2026-08-15T15:00:38.749202Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=arxiv_source observed=2026-08-15T15:00:38.481649Z digest=sha256:6f9ea3b8b2ed1b2c62225a58a291b6a66641522f9e31ad36cbd3d014dba92a02

Observation 0c8a61e8-ab3d-4c56-8208-a54cbfaedf56 · outbound

This paper cites Findings of the.

BODHI: Do LLMs Branch Out and Discover Heterogeneous Inferences? Findings of the

Reference 61

Resolution
verified exact
doi, observed 2026-08-15T15:00:38.674894Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=arxiv_source observed=2026-08-15T15:00:38.485809Z digest=sha256:2d2a0ff896e69af082b9b4e26e51bfdbea6cc1d4238bb69fa92a68ac2f6f196b

Observation 2c5fea73-8e67-4850-94c9-052e06b6add2 · outbound

This paper cites Findings of the.

BODHI: Do LLMs Branch Out and Discover Heterogeneous Inferences? Findings of the

Reference 62

Resolution
verified exact
doi, observed 2026-08-15T15:00:38.763596Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=arxiv_source observed=2026-08-15T15:00:38.489836Z digest=sha256:c435b9e333e3aa88d6a78f357d4098153a1d193464cd840bcaea90800fda1da6

Observation c91ee8bc-bb6e-43a1-be7c-c5f3b1e9aa5c · outbound

This paper cites 2026 , eprint=.

BODHI: Do LLMs Branch Out and Discover Heterogeneous Inferences? 2026 , eprint=

Reference 63

Resolution
unresolved
no resolver link, observed 2026-08-15T15:00:38.493924Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T15:00:38.493924Z digest=sha256:c05cbf5f99603fcd32f94221adff317f8bc9cb40cca75053197d98f640de5db3

Observation 78520707-1dfd-4ac3-a591-87f8dd10c634 · outbound

This paper cites The Fourteenth International Conference on Learning Representations , year=.

BODHI: Do LLMs Branch Out and Discover Heterogeneous Inferences? The Fourteenth International Conference on Learning Representations , year=

Reference 64

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T15:00:39.390355Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=arxiv_source observed=2026-08-15T15:00:38.498178Z digest=sha256:5bfefe513eca9dc6d07d6f90c2a5a9d62e01ffde28df8f0d319761175b7d5c18

Observation c7a91dd1-bbc9-42e6-80af-fba7809ce842 · outbound

This paper cites A Few Bad Apples Spoil the Bunch: Preventing Global Entropy Collapse Driven by a Small Set of Tokens in.

BODHI: Do LLMs Branch Out and Discover Heterogeneous Inferences? A Few Bad Apples Spoil the Bunch: Preventing Global Entropy Collapse Driven by a Small Set of Tokens in

Reference 65

Resolution
verified exact
doi, observed 2026-08-15T15:00:38.720249Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=arxiv_source observed=2026-08-15T15:00:38.502730Z digest=sha256:e7f9b829c19795be452d5efa83c711ffa21ee778c3ae9264da443d3563ce3d02

Observation 604f3453-944f-4949-be29-f51ca086612a · outbound

This paper cites Findings of the.

BODHI: Do LLMs Branch Out and Discover Heterogeneous Inferences? Findings of the

Reference 66

Resolution
verified exact
doi, observed 2026-08-15T15:00:38.689806Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=arxiv_source observed=2026-08-15T15:00:38.506821Z digest=sha256:869e8e1b133222b1a846855fd21695a2951da8f7c48e5c9b87fc792acb252889

Observation 7a2a8cf8-b739-4142-9ca3-2c2859979c62 · outbound

This paper cites 2026 , eprint=.

BODHI: Do LLMs Branch Out and Discover Heterogeneous Inferences? 2026 , eprint=

Reference 67

Resolution
unresolved
no resolver link, observed 2026-08-15T15:00:38.511034Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T15:00:38.511034Z digest=sha256:aa656deb426e4b8ced7f5ae07af4592944c854654fbe5a0fc8832bec31c7bda5

Observation 57888fa0-461a-4d96-822a-4494a66dd1f8 · outbound

This paper cites Rethinking Entropy Interventions in.

BODHI: Do LLMs Branch Out and Discover Heterogeneous Inferences? Rethinking Entropy Interventions in

Reference 68

Resolution
verified exact
doi, observed 2026-08-15T15:00:38.777500Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=arxiv_source observed=2026-08-15T15:00:38.515613Z digest=sha256:bc98c9ffe0545c891b822e54967a7b4b45766923e3b037fbbc1bf8da9f392154

Observation 3dfd6386-130e-476e-b494-95cad0547239 · outbound

This paper cites Semantic-Space Exploration and Exploitation in.

BODHI: Do LLMs Branch Out and Discover Heterogeneous Inferences? Semantic-Space Exploration and Exploitation in

Reference 69

Resolution
verified exact
doi, observed 2026-08-15T15:00:38.734643Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=arxiv_source observed=2026-08-15T15:00:38.519886Z digest=sha256:3c481de1ba418abb0e15b6b8ba447cb893e1bb957a345477804c39ee216105b0

Observation 94c110dd-c8ee-4028-82ad-03b44ee43b4b · outbound

This paper cites Reinforcement Learning with Verifiable Rewards Implicitly Incentivizes Correct Reasoning in Base.

BODHI: Do LLMs Branch Out and Discover Heterogeneous Inferences? Reinforcement Learning with Verifiable Rewards Implicitly Incentivizes Correct Reasoning in Base

Reference 70

Resolution
unresolved
no resolver link, observed 2026-08-15T15:00:38.523905Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T15:00:38.523905Z digest=sha256:6696c555ff6302dc72f07600ba6db777eb7d726c94997e6d500f7ad7f84430ad

Observation 411cf53d-0c49-4d52-9948-f1fdcab75bb1 · outbound

This paper cites Proceedings of the AAAI Conference on Artificial Intelligence , year =.

BODHI: Do LLMs Branch Out and Discover Heterogeneous Inferences? Proceedings of the AAAI Conference on Artificial Intelligence , year =

Reference 71

Resolution
unresolved
no resolver link, observed 2026-08-15T15:00:38.528231Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T15:00:38.528231Z digest=sha256:3cae1216c5abfee090fb78abda94b3a0cf19439c4508224c9dd768b964da8612

Observation d0c5e2f6-b179-4fb3-bb9b-8a0798f8a524 · outbound

This paper cites 2025 , eprint=.

BODHI: Do LLMs Branch Out and Discover Heterogeneous Inferences? 2025 , eprint=

Reference 72

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T15:00:39.358226Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=arxiv_source observed=2026-08-15T15:00:38.532340Z digest=sha256:85917dfd41c6c829469ac6c1818e042edfbde0b40960f78b81dc2aee3e121f68

Observation 9f20be6e-2789-45d6-a508-7ad961fefdf9 · outbound

This paper cites 2026 , url=.

BODHI: Do LLMs Branch Out and Discover Heterogeneous Inferences? 2026 , url=

Reference 73

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T15:00:39.343802Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=arxiv_source observed=2026-08-15T15:00:38.536736Z digest=sha256:e7749ace47d7ea055dd97f091a35a98129b5fed360f24d4cb01866bacbc33557

Observation 84c09dbd-2bda-4928-bbd4-955fc3f09c75 · outbound

This paper cites Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing , month = nov, year =.

BODHI: Do LLMs Branch Out and Discover Heterogeneous Inferences? Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing , month = nov, year =

Reference 74

Resolution
verified exact
doi, observed 2026-08-15T15:00:38.705490Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=arxiv_source observed=2026-08-15T15:00:38.540997Z digest=sha256:4b5030c915babe359e9b4dea1a6456b593eff125381280a7c4ea396208052b35

Observation ca322072-3ebd-4c78-8b0b-30beab455fed · outbound

This paper cites QLoRA: Efficient Finetuning of Quantized LLMs , url =.

BODHI: Do LLMs Branch Out and Discover Heterogeneous Inferences? QLoRA: Efficient Finetuning of Quantized LLMs , url =

Reference 75

Resolution
unresolved
no resolver link, observed 2026-08-15T15:00:38.545003Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T15:00:38.545003Z digest=sha256:a2ed693033b59420f412aae0724004570583daecd9c8f4929d8ae1423464b8f1

Observation d8eb2d2b-10e7-470f-a327-08e472e0bba5 · outbound

This paper cites The Thirty-ninth Annual Conference on Neural Information Processing Systems , year=.

BODHI: Do LLMs Branch Out and Discover Heterogeneous Inferences? The Thirty-ninth Annual Conference on Neural Information Processing Systems , year=

Reference 76

Resolution
unresolved
no resolver link, observed 2026-08-15T15:00:38.549045Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T15:00:38.549045Z digest=sha256:23df22244c6188630c9d70035ef4bc444774c68c1837e97ee0584393ee4e6503

Observation 8d73cc7f-7505-463b-a4b8-3335af0719d9 · outbound

This paper cites an unresolved cited work.

BODHI: Do LLMs Branch Out and Discover Heterogeneous Inferences? Unresolved cited work

Reference 77

Resolution
unresolved
no resolver link, observed 2026-08-15T15:00:38.553239Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T15:00:38.553239Z digest=sha256:167a70b1d2014d8005a5715a2b3b6d46bab4a16d54db0a7bda6d53ed7a096d7f

Observation c5e48ab3-b958-40ca-967d-298e8a9625d2 · outbound

This paper cites Qwen2.5 Technical Report , url =.

BODHI: Do LLMs Branch Out and Discover Heterogeneous Inferences? Qwen2.5 Technical Report , url =

Reference 78

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T15:00:39.309221Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=arxiv_source observed=2026-08-15T15:00:38.559098Z digest=sha256:9d1d3e8e6dfab71c2ba5935ea0f989d618af936241c5e7f05c4338800dbfea57

Observation 801d59f1-638f-4c9c-853a-16ae04ca5107 · outbound

This paper cites 2023 , eprint=.

BODHI: Do LLMs Branch Out and Discover Heterogeneous Inferences? 2023 , eprint=

Reference 79

Resolution
unresolved
no resolver link, observed 2026-08-15T15:00:38.563431Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T15:00:38.563431Z digest=sha256:29907a36f5d75a7309fa287d18023d2530cfb4524726cf80b0bf1bd5ecf1896f

Observation 221dab8d-1ca3-4d5b-9d66-528793f1eb06 · outbound

This paper cites an unresolved cited work.

BODHI: Do LLMs Branch Out and Discover Heterogeneous Inferences? Unresolved cited work

Reference 80

Resolution
unresolved
no resolver link, observed 2026-08-15T15:00:38.567619Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T15:00:38.567619Z digest=sha256:824c68bef8d62b99b2387f8c6b9bbfbeb356530c697800787c9fd921f45ef58a

Observation 87419e71-07a5-48a2-a997-f6256b9826b3 · outbound

This paper cites 2025 , eprint=.

BODHI: Do LLMs Branch Out and Discover Heterogeneous Inferences? 2025 , eprint=

Reference 81

Resolution
unresolved
no resolver link, observed 2026-08-15T15:00:38.572245Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T15:00:38.572245Z digest=sha256:0f8aebf37c4758ce77ae80bd59797196ba5918750353126c4e6ac6e5ae9892f3

Observation 40346b62-a5b0-4d95-aacc-97eaf1b81544 · outbound

This paper cites 2025 , eprint=.

BODHI: Do LLMs Branch Out and Discover Heterogeneous Inferences? 2025 , eprint=

Reference 82

Resolution
unresolved
no resolver link, observed 2026-08-15T15:00:38.577478Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T15:00:38.577478Z digest=sha256:386a1c3eff35f40b4830b749730e6acd9a239b6bc6852ee7ce313e33292dda44

Observation c3364d08-a180-42cb-9e00-d801b0983f05 · outbound

This paper cites Qwen3.5: Accelerating Productivity with Native Multimodal Agents , url =.

BODHI: Do LLMs Branch Out and Discover Heterogeneous Inferences? Qwen3.5: Accelerating Productivity with Native Multimodal Agents , url =

Reference 83

Resolution
unresolved
no resolver link, observed 2026-08-15T15:00:38.582359Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T15:00:38.582359Z digest=sha256:7b7ef49997b7937b448822af860c2dde08af9457ff8707cfb0d3f32427393adc

Observation 36fe436c-bf14-4ea9-990a-21872ae6cacc · outbound

This paper cites an unresolved cited work.

BODHI: Do LLMs Branch Out and Discover Heterogeneous Inferences? Unresolved cited work

Reference 84

Resolution
unresolved
no resolver link, observed 2026-08-15T15:00:38.586651Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T15:00:38.586651Z digest=sha256:28fa5d2def2272d3f57700fa387d3faad62b2494d0ac05de822cb410542c9237

Observation b882f635-7cbe-4ec0-b337-b10346384517 · outbound

This paper cites 2025 , eprint=.

BODHI: Do LLMs Branch Out and Discover Heterogeneous Inferences? 2025 , eprint=

Reference 85

Resolution
unresolved
no resolver link, observed 2026-08-15T15:00:38.590984Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T15:00:38.590984Z digest=sha256:6e9010aa3af85704d166ec94dfc1e8708ebe33fac69dbcfbf93e77ee86db5e7f

Observation d14054ff-2e60-4476-84a6-a56f854d5ed0 · outbound

This paper cites 2026 , eprint=.

BODHI: Do LLMs Branch Out and Discover Heterogeneous Inferences? 2026 , eprint=

Reference 86

Resolution
unresolved
no resolver link, observed 2026-08-15T15:00:38.595382Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T15:00:38.595382Z digest=sha256:90d98ca2af824bf1c0cc9fc7fb0e42d0dd707e81f78d3ef04de57a95b46d2f7b

Pith citing papers

No inbound Pith citation observations are available.