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Paper Citation Record · LEDGER

Forget BIT, It is All about TOKEN: Towards Semantic Information Theory for LLMs

As of 4 August 2026, this Paper Citation Record lists 100 of 106 outbound references and 1 inbound Pith citation observation for arXiv:2511.01202.

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

pith.paper-citation-record.v1
2511.01202 v5

Coverage vector

measured 100 of 106 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-05-18T01:53:59.290098Z

measured 101 of 101 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-04T06:34:03.388597+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-02T05:17:24.873091Z

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

100 of 106 outbound references displayed

  • verified exact17
  • verified fuzzy81
  • unresolved1
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 1fb5a7a1-b555-476a-9767-aa5b8c95470f · outbound

This paper cites A mathematical theory of communication.

Forget BIT, It is All about TOKEN: Towards Semantic Information Theory for LLMs A mathematical theory of communication

Reference 1

Resolution
verified fuzzy
raw_fallback, observed 2026-05-18T01:55:39.277541Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-18T01:53:59.290098Z digest=sha256:6bccd00ad30f150b8dc7ae29e2ae5fecd04d42b3f3ac14d1e676975b4c4f8f8d

Observation c466089a-7f63-4c52-8cf7-37c2b102f819 · outbound

This paper cites Recent contributions to the mathematical theory of communications.

Forget BIT, It is All about TOKEN: Towards Semantic Information Theory for LLMs Recent contributions to the mathematical theory of communications

Reference 2

Resolution
verified fuzzy
raw_fallback, observed 2026-05-18T01:55:39.260891Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-18T01:53:59.290098Z digest=sha256:486b4763ef9aad13bc970383236913c1ced6f538a71b47fe2b2731ed70d4d890

Observation 94d56e54-d63a-4e2f-bc4c-98a1c9f0d9d0 · outbound

This paper cites Empiricism, semantics, and ontology.

Forget BIT, It is All about TOKEN: Towards Semantic Information Theory for LLMs Empiricism, semantics, and ontology

Reference 3

Resolution
verified fuzzy
raw_fallback, observed 2026-05-18T01:55:39.267613Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-18T01:53:59.290098Z digest=sha256:c4853f66e8b1813364d712275df4f79d84f2125a91c3badbad072bb467ccf0a4

Observation 9964e3f9-1974-4d87-8e10-869f0daa8f31 · outbound

This paper cites An outline of a theory of semantic information.

Forget BIT, It is All about TOKEN: Towards Semantic Information Theory for LLMs An outline of a theory of semantic information

Reference 4

Resolution
verified fuzzy
raw_fallback, observed 2026-05-18T01:55:39.271099Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-18T01:53:59.290098Z digest=sha256:f4dd9aed804ed8c1979d879429ff50187d4695b9b8cac452d4f6c49b2a53d072

Observation 108d101b-7e6e-462a-9107-67eb3ea4ab77 · outbound

This paper cites Semantic information.

Forget BIT, It is All about TOKEN: Towards Semantic Information Theory for LLMs Semantic information

Reference 5

Resolution
verified fuzzy
raw_fallback, observed 2026-05-18T01:55:39.280024Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-18T01:53:59.290098Z digest=sha256:4431ec1ccc8622234811775d5f81931849f839f301d0415b27db94de98d62494

Observation 29a278b7-c574-4678-a04a-7825a359a5fc · outbound

This paper cites Carnap,Meaning and Necessity: A Study in Semantics and Modal Logic, 2nd ed.

Forget BIT, It is All about TOKEN: Towards Semantic Information Theory for LLMs Carnap,Meaning and Necessity: A Study in Semantics and Modal Logic, 2nd ed

Reference 6

Resolution
verified fuzzy
raw_fallback, observed 2026-05-18T01:55:39.257294Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-18T01:53:59.290098Z digest=sha256:7d9d229cc8516dbf401f50a8ee963497d1925f5e2fcaf16444bcf64e4735bded

Observation a8fa223e-023d-4c02-9f97-a5314c5e07c7 · outbound

This paper cites Burgin,Theory of Information: Fundamentality, Diversity and Unification.

Forget BIT, It is All about TOKEN: Towards Semantic Information Theory for LLMs Burgin,Theory of Information: Fundamentality, Diversity and Unification

Reference 7

Resolution
verified fuzzy
raw_fallback, observed 2026-05-18T01:55:39.250581Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-18T01:53:59.290098Z digest=sha256:b1d578653fe5bf4d3fa9c9959b31225c3402d1546ea912da6d03717ad7c979ff

Observation 9cdd6d94-646d-4040-942a-19028ecc38aa · outbound

This paper cites Floridi, Ed.,The Routledge Handbook of Philosophy of Information.

Forget BIT, It is All about TOKEN: Towards Semantic Information Theory for LLMs Floridi, Ed.,The Routledge Handbook of Philosophy of Information

Reference 8

Resolution
verified fuzzy
raw_fallback, observed 2026-05-18T01:55:39.158207Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-18T01:53:59.290098Z digest=sha256:8464891975d14f5644b7c434cf4a9ed01179fbb23cc6aa501fdb551e8369ce0f

Observation bc1a43ec-d9cc-4821-9cf5-c3cd14d94df6 · outbound

This paper cites A formal theory of inductive inference - Part 1.

Forget BIT, It is All about TOKEN: Towards Semantic Information Theory for LLMs A formal theory of inductive inference - Part 1

Reference 9

Resolution
verified fuzzy
raw_fallback, observed 2026-05-18T01:55:39.247477Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-18T01:53:59.290098Z digest=sha256:34c5a6b147cfe3a64102bc8779ea0a26a5bacb0ab1a357b448bb676273875463

Observation 6e0462dd-473b-4331-9e13-756595c0fdb3 · outbound

This paper cites A formal theory of inductive inference - Part 2.

Forget BIT, It is All about TOKEN: Towards Semantic Information Theory for LLMs A formal theory of inductive inference - Part 2

Reference 10

Resolution
verified fuzzy
raw_fallback, observed 2026-05-18T01:55:39.136367Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-18T01:53:59.290098Z digest=sha256:09828157e5e727820ad28ecdbea583ed251705a32f63bb60845390c148a8d152

Observation c90bdb97-1abc-4796-afd2-ba394531c782 · outbound

This paper cites The discovery of algorithmic probability.

Forget BIT, It is All about TOKEN: Towards Semantic Information Theory for LLMs The discovery of algorithmic probability

Reference 11

Resolution
verified fuzzy
raw_fallback, observed 2026-05-18T01:55:39.049672Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-18T01:53:59.290098Z digest=sha256:82161f54a7fba9bd5545d7b02f67ee70601d34d8a298058ddf91cc7564942f75

Observation 04350a90-5340-45a1-8b47-3adcee56f155 · outbound

This paper cites Three approaches to the quantitative definition of information.

Forget BIT, It is All about TOKEN: Towards Semantic Information Theory for LLMs Three approaches to the quantitative definition of information

Reference 12

Resolution
verified fuzzy
raw_fallback, observed 2026-05-18T01:55:39.056428Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-18T01:53:59.290098Z digest=sha256:167896344bb55300695a366e6903ea7008c96a028db8eb842ad8d12540d01fe1

Observation 09e479ff-bfa3-4489-86f4-7bf1e9609f7b · outbound

This paper cites Logical basis for information theory and probability theory.

Forget BIT, It is All about TOKEN: Towards Semantic Information Theory for LLMs Logical basis for information theory and probability theory

Reference 13

Resolution
verified fuzzy
raw_fallback, observed 2026-05-18T01:55:39.065001Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-18T01:53:59.290098Z digest=sha256:00043073ba30ba9104eeb500c3eb314f5b126285446bbbd53d2aca611c153407

Observation 055446d1-1cbd-4e11-946d-cdc2cf41ba27 · outbound

This paper cites Hutter,Universal Artificial Intelligence: Sequential Decisions Based on Algorithmic Probability.

Forget BIT, It is All about TOKEN: Towards Semantic Information Theory for LLMs Hutter,Universal Artificial Intelligence: Sequential Decisions Based on Algorithmic Probability

Reference 14

Resolution
verified fuzzy
raw_fallback, observed 2026-05-18T01:55:39.075237Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-18T01:53:59.290098Z digest=sha256:bf79257b29c97f4a601badff6ed7fe4db58725ecc1dd16b1d95e9de9ce3e2c36

Observation ad1bf95a-fa68-496c-b414-c4f6b62ca382 · outbound

This paper cites an unresolved cited work.

Forget BIT, It is All about TOKEN: Towards Semantic Information Theory for LLMs Unresolved cited work

Reference 15

Resolution
unresolved
raw_fallback, observed 2026-05-18T01:55:39.218121Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-18T01:53:59.290098Z digest=sha256:b1874beefd1a348785d6cb115f11aebbb1a2c239438dd27affa8b0f89fd360f6

Observation de7be1ba-92e1-4d22-9e77-701d431c545b · outbound

This paper cites Cover and J.

Forget BIT, It is All about TOKEN: Towards Semantic Information Theory for LLMs Cover and J

Reference 16

Resolution
verified fuzzy
raw_fallback, observed 2026-05-18T01:55:39.119989Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-18T01:53:59.290098Z digest=sha256:854842c1b90eea87d612855f620eb9e0682556df2360bd2c69c36f8e883cbbf8

Observation 45bb9889-5db6-4861-b1d7-9ffe0cfdd313 · outbound

This paper cites On variational bounds of mutual information.

Forget BIT, It is All about TOKEN: Towards Semantic Information Theory for LLMs On variational bounds of mutual information

Reference 17

Resolution
verified fuzzy
raw_fallback, observed 2026-05-18T01:55:39.062288Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-18T01:53:59.290098Z digest=sha256:d52a922d02ef91896a4e4a3dbaf272a751f948da012a9091aafa5d051f63c972

Observation 06fa24f5-d4c2-4146-8e75-a41d61340496 · outbound

This paper cites The bitter lesson.

Forget BIT, It is All about TOKEN: Towards Semantic Information Theory for LLMs The bitter lesson

Reference 18

Resolution
verified fuzzy
raw_fallback, observed 2026-05-18T01:55:39.025790Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-18T01:53:59.290098Z digest=sha256:d3ef4a99dabd0f47c6fa85a04e5bbc5845d3b1e1f0f9e408ec2f014997d6b94d

Observation 50d0cc82-2e57-491a-8041-bac3bf4c616d · outbound

This paper cites A new method of recording and searching information.

Forget BIT, It is All about TOKEN: Towards Semantic Information Theory for LLMs A new method of recording and searching information

Reference 19

Resolution
verified fuzzy
raw_fallback, observed 2026-05-18T01:55:39.177242Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-18T01:53:59.290098Z digest=sha256:f3b93394247b6a919a516b1f789658722d8473d5f206d549d5d6b583f5148a62

Observation e8dd9a38-c5dd-4cfa-af8a-56c7acd1c34e · outbound

This paper cites A vector space model for automatic indexing.

Forget BIT, It is All about TOKEN: Towards Semantic Information Theory for LLMs A vector space model for automatic indexing

Reference 20

Resolution
verified fuzzy
raw_fallback, observed 2026-05-18T01:55:39.199639Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-18T01:53:59.290098Z digest=sha256:cd5050a7bc5e7565cfd50d4012289dd46abeaac63725fce29fbf6222014224fe

Observation a2405a4a-9f09-46ce-87dc-6f1afe7e3626 · outbound

This paper cites A neural probabilistic language model.

Forget BIT, It is All about TOKEN: Towards Semantic Information Theory for LLMs A neural probabilistic language model

Reference 21

Resolution
verified fuzzy
raw_fallback, observed 2026-05-18T01:55:39.187235Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-18T01:53:59.290098Z digest=sha256:4ef057a5768dbb68b7f54a545612602e0d666d1d0ec75725b057853efdb01505

Observation d7453a6c-e71d-498c-8047-3b3889a32a2a · outbound

This paper cites Efficient Estimation of Word Representations in Vector Space.

Forget BIT, It is All about TOKEN: Towards Semantic Information Theory for LLMs Efficient Estimation of Word Representations in Vector Space

Reference 22

Resolution
verified exact
local_arxiv, observed 2026-05-18T01:55:38.225453Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-18T01:53:59.290098Z digest=sha256:a84853715afbccac5ced50530c72bfa5cb26039009cee0b21a8e39e159fd2eca

Observation 6cfca85d-5ab6-4b2e-a9a2-40f72ce7270c · outbound

This paper cites Distributed representations of words and phrases and their compositionality.

Forget BIT, It is All about TOKEN: Towards Semantic Information Theory for LLMs Distributed representations of words and phrases and their compositionality

Reference 23

Resolution
verified fuzzy
raw_fallback, observed 2026-05-18T01:55:39.022666Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-18T01:53:59.290098Z digest=sha256:81a0dd913cee975591f9da9c5a8d3e76c408be756aafaec3371713fc6b85efee

Observation 7aadaff9-0059-4971-bdc0-62e7954fffca · outbound

This paper cites GloVe: Global vectors for word representation.

Forget BIT, It is All about TOKEN: Towards Semantic Information Theory for LLMs GloVe: Global vectors for word representation

Reference 24

Resolution
verified fuzzy
raw_fallback, observed 2026-05-18T01:55:39.238057Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-18T01:53:59.290098Z digest=sha256:eefbd9a086a7dd7c11cecd2d769a816e03b472002253ffee232048cb1d8fb986

Observation e0c511a4-4532-4db7-a5ca-8749bee6efce · outbound

This paper cites Enriching word vectors with subword information.

Forget BIT, It is All about TOKEN: Towards Semantic Information Theory for LLMs Enriching word vectors with subword information

Reference 25

Resolution
verified fuzzy
raw_fallback, observed 2026-05-18T01:55:39.052715Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-18T01:53:59.290098Z digest=sha256:98dbd1069231e87f9169ad0bcd6ab62d44af513e9106a2cfa10d6ecfe32e7d5b

Observation 654f567d-bd44-4f26-9626-0544b95e722b · outbound

This paper cites Deep contextualized word representations.

Forget BIT, It is All about TOKEN: Towards Semantic Information Theory for LLMs Deep contextualized word representations

Reference 26

Resolution
verified fuzzy
raw_fallback, observed 2026-05-18T01:55:39.203554Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-18T01:53:59.290098Z digest=sha256:521f812f0399416ab4d485d84a6ff46baf432dde556b51287e28d1b04794868a

Observation 5da9ac9c-f266-43ec-a5c5-a3197fd88d1a · outbound

This paper cites Jurafsky and J.

Forget BIT, It is All about TOKEN: Towards Semantic Information Theory for LLMs Jurafsky and J

Reference 27

Resolution
verified fuzzy
raw_fallback, observed 2026-05-18T01:55:39.070286Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-18T01:53:59.290098Z digest=sha256:2245237cc2972cb0803bc022e6dc5de1049f92c26d7f9b7384e4331f6e44195e

Observation d210bb9b-51ea-4a28-a237-0a031065f437 · outbound

This paper cites Attention is all you need.

Forget BIT, It is All about TOKEN: Towards Semantic Information Theory for LLMs Attention is all you need

Reference 28

Resolution
verified fuzzy
raw_fallback, observed 2026-05-18T01:55:39.090251Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-18T01:53:59.290098Z digest=sha256:587f5294c12f6124dbc3b9d52f69d143a4bf8b4c54982ca5eca1c32ec04a2cd7

Observation df428459-d8ed-4a97-947b-8361883cbfc1 · outbound

This paper cites Improving language understanding by generative pre- training.

Forget BIT, It is All about TOKEN: Towards Semantic Information Theory for LLMs Improving language understanding by generative pre- training

Reference 29

Resolution
verified fuzzy
raw_fallback, observed 2026-05-18T01:55:39.008918Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-18T01:53:59.290098Z digest=sha256:2de6e9ae810c797a141169bccc434445c5ad449e0e44e3464eb2d7b55d374493

Observation 90779b57-0435-435a-a1c3-4df186efeebd · outbound

This paper cites Language models are unsupervised multitask learners.

Forget BIT, It is All about TOKEN: Towards Semantic Information Theory for LLMs Language models are unsupervised multitask learners

Reference 30

Resolution
verified fuzzy
raw_fallback, observed 2026-05-18T01:55:39.040023Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-18T01:53:59.290098Z digest=sha256:590cd2bb7959b13b081d54b0458fe415822c0af7922f3d6e0215b4d73c41d6df

Observation 66185392-a011-422e-b214-de9fe6f4e8fc · outbound

This paper cites Language models are few-shot learners.

Forget BIT, It is All about TOKEN: Towards Semantic Information Theory for LLMs Language models are few-shot learners

Reference 31

Resolution
verified fuzzy
raw_fallback, observed 2026-05-18T01:55:39.005591Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-18T01:53:59.290098Z digest=sha256:63744aef56d766e196ecc828b7cf5240cdbc89a7e0e601932d57e7514b01ace8

Observation 9de6d2e1-a999-463c-a02d-d76f9f8580be · outbound

This paper cites Training language models to follow instructions with human feedback.

Forget BIT, It is All about TOKEN: Towards Semantic Information Theory for LLMs Training language models to follow instructions with human feedback

Reference 32

Resolution
verified exact
local_arxiv, observed 2026-05-18T01:55:38.262684Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-18T01:53:59.290098Z digest=sha256:9a787aef9e5d6a41d6161d74f8f336d13ac2c8a8eae71f197ffdb8ddd636a6c9

Observation facb04ab-b242-422d-86c9-fd174d08270d · outbound

This paper cites DeepSeek-R1 incentivizes reasoning in LLMs through reinforcement learning.

Forget BIT, It is All about TOKEN: Towards Semantic Information Theory for LLMs DeepSeek-R1 incentivizes reasoning in LLMs through reinforcement learning

Reference 33

Resolution
verified fuzzy
raw_fallback, observed 2026-05-18T01:55:39.180686Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-18T01:53:59.290098Z digest=sha256:e8bfd20a3bdfbb858899a4f45f8c5f71b54e9f6468725a3e6146676e4ba803e5

Observation 013b720e-59af-4e57-81b3-d55fc8ddc61d · outbound

This paper cites DeepSeek-V3.2-Exp: Boosting long-context efficiency with DeepSeek sparse attention.

Forget BIT, It is All about TOKEN: Towards Semantic Information Theory for LLMs DeepSeek-V3.2-Exp: Boosting long-context efficiency with DeepSeek sparse attention

Reference 34

Resolution
verified fuzzy
raw_fallback, observed 2026-05-18T01:55:39.165307Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-18T01:53:59.290098Z digest=sha256:e0f5038d402411ffe9700758afd89c8d5f4c40033dcef39c2b5a55e8d1d03e6d

Observation 65dba637-570e-42e9-86e7-df640acd6ad1 · outbound

This paper cites Polyanskiy and Y.

Forget BIT, It is All about TOKEN: Towards Semantic Information Theory for LLMs Polyanskiy and Y

Reference 35

Resolution
verified fuzzy
raw_fallback, observed 2026-05-18T01:55:39.168513Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-18T01:53:59.290098Z digest=sha256:2abaac0c786f7380ca37c7f76c51f8837852d5baab3aa438f5421a4b95ee9ba3

Observation 2084d94f-ae00-460a-bd3c-0f81d8d8e1c5 · outbound

This paper cites Opening the Black Box of Deep Neural Networks via Information.

Forget BIT, It is All about TOKEN: Towards Semantic Information Theory for LLMs Opening the Black Box of Deep Neural Networks via Information

Reference 36

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local_arxiv, observed 2026-05-18T01:55:38.206307Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-18T01:53:59.290098Z digest=sha256:15970f23c1b51c4d4fc06cfe2472cd26234c6074fa51a2451cd0a795eb1ddf5d

Observation 650dab92-d96b-4814-9306-a1d1dbaf3647 · outbound

This paper cites From tokens to thoughts: How LLMs and humans trade compression for meaning.

Forget BIT, It is All about TOKEN: Towards Semantic Information Theory for LLMs From tokens to thoughts: How LLMs and humans trade compression for meaning

Reference 37

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arxiv_id, observed 2026-05-18T01:55:38.220972Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-18T01:53:59.290098Z digest=sha256:287855f5a63d684908acea5f3fac4c06d6831c0efaa1ab70257db8a4a7fd15dc

Observation a531652b-896d-4812-92ce-3734d387188d · outbound

This paper cites Toward textual transform coding.

Forget BIT, It is All about TOKEN: Towards Semantic Information Theory for LLMs Toward textual transform coding

Reference 38

Resolution
verified fuzzy
raw_fallback, observed 2026-05-18T01:55:39.174339Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-18T01:53:59.290098Z digest=sha256:957e0f83d3eb2d98e97fc83a290ef3391c6db030f30e37294cf9e09aa4e3aa78

Observation 577ecbf4-6a35-4f22-9601-594644749a3a · outbound

This paper cites Rate-distortion-perception trade-off in information theory, generative models, and intelligent communications.

Forget BIT, It is All about TOKEN: Towards Semantic Information Theory for LLMs Rate-distortion-perception trade-off in information theory, generative models, and intelligent communications

Reference 39

Resolution
verified fuzzy
raw_fallback, observed 2026-05-18T01:55:39.244403Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-18T01:53:59.290098Z digest=sha256:dbfb50a9c1f9220693ff2dbb2c2a397dbc8b31a50ba7e41103c0f2aa7bfc5a0e

Observation d41bb5c6-5308-451b-b7c0-1d637ca95938 · outbound

This paper cites A mathematical perspective on Transformers.

Forget BIT, It is All about TOKEN: Towards Semantic Information Theory for LLMs A mathematical perspective on Transformers

Reference 40

Resolution
metadata mismatch
arxiv_id, observed 2026-05-18T01:55:38.234718Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-18T01:53:59.290098Z digest=sha256:cdde0691b3f5acb9caf1dd116444d5925ad54e1a519cc415bfa8bb5421699084

Observation e17696ab-de48-4547-b688-e44e2eea748c · outbound

This paper cites Rodrigues and Y.

Forget BIT, It is All about TOKEN: Towards Semantic Information Theory for LLMs Rodrigues and Y

Reference 41

Resolution
verified fuzzy
raw_fallback, observed 2026-05-18T01:55:39.234598Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-18T01:53:59.290098Z digest=sha256:9224fb403f22e36ce62339478f90416931faaa3fe59b7320195711e82bdf9938

Observation 07d2a195-65fe-46da-8aab-91198451f80e · outbound

This paper cites Causality, feedback and directed information.

Forget BIT, It is All about TOKEN: Towards Semantic Information Theory for LLMs Causality, feedback and directed information

Reference 42

Resolution
verified fuzzy
raw_fallback, observed 2026-05-18T01:55:39.154949Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-18T01:53:59.290098Z digest=sha256:ba16bda130fd09436fb7f2c5cffe6be0a5135494f4d9d4cd9574f0e356a15dfd

Observation f8fa02a8-0f61-462a-87f7-920f57a64f92 · outbound

This paper cites Berger,Rate Distortion Theory: A Mathematical Basis for Data Compression.

Forget BIT, It is All about TOKEN: Towards Semantic Information Theory for LLMs Berger,Rate Distortion Theory: A Mathematical Basis for Data Compression

Reference 43

Resolution
verified fuzzy
raw_fallback, observed 2026-05-18T01:55:39.151900Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-18T01:53:59.290098Z digest=sha256:856dbbd2f3039a0d99d5f4a32c81c8c453e7984750ac4cfba9cb0d6fc9088c55

Observation 1e945590-7a60-4fe1-8ec3-f50b4ad9e5c2 · outbound

This paper cites Sutton and A.

Forget BIT, It is All about TOKEN: Towards Semantic Information Theory for LLMs Sutton and A

Reference 44

Resolution
verified fuzzy
raw_fallback, observed 2026-05-18T01:55:39.183924Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-18T01:53:59.290098Z digest=sha256:b2d3b1c5febfc5ba7beb87d727306f45e2a7a0b2005ae5822736f5bc3ebdd4b7

Observation 48588177-b1de-4eb6-8c97-7c9e54486caf · outbound

This paper cites Testing for causality: A personal viewpoint.

Forget BIT, It is All about TOKEN: Towards Semantic Information Theory for LLMs Testing for causality: A personal viewpoint

Reference 45

Resolution
verified fuzzy
raw_fallback, observed 2026-05-18T01:55:39.142139Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-18T01:53:59.290098Z digest=sha256:be30d4211dadfa2263cbab29d3d0ce9cf403e4693c136a54131b6fa4d747a5f8

Observation 9d339687-8ed1-4b29-8fad-6fe7f27b2dbc · outbound

This paper cites Gromov,Metric Structures for Riemannian and Non-Riemannian Spaces.

Forget BIT, It is All about TOKEN: Towards Semantic Information Theory for LLMs Gromov,Metric Structures for Riemannian and Non-Riemannian Spaces

Reference 46

Resolution
verified fuzzy
raw_fallback, observed 2026-05-18T01:55:39.171338Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-18T01:53:59.290098Z digest=sha256:48a53833805bc4cfe8c927a7af5fea59d5c0f0c3122da483ba2a60941ea7204b

Observation 64dc12f4-85e2-4418-95c8-858ed4e6579c · outbound

This paper cites Villani,Optimal Transport: Old and New.

Forget BIT, It is All about TOKEN: Towards Semantic Information Theory for LLMs Villani,Optimal Transport: Old and New

Reference 47

Resolution
verified fuzzy
raw_fallback, observed 2026-05-18T01:55:39.145246Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-18T01:53:59.290098Z digest=sha256:9b2abf777d4bc72af1a95d1053e11340b4e7d58f5d3edf9594d1fa688f6f5f63

Observation e7969dd8-0206-41ac-9485-c648a7afdec4 · outbound

This paper cites Representation Learning with Contrastive Predictive Coding.

Forget BIT, It is All about TOKEN: Towards Semantic Information Theory for LLMs Representation Learning with Contrastive Predictive Coding

Reference 48

Resolution
verified exact
local_arxiv, observed 2026-05-18T01:55:38.248719Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-18T01:53:59.290098Z digest=sha256:39db8c7567c9f7d7e9c1bfeb776ad347abac12a9f2252b9c886ac0d991f2a473

Observation b64cd8af-1aa8-48e0-bdd7-880d92c77b32 · outbound

This paper cites Text and Code Embeddings by Contrastive Pre-Training.

Forget BIT, It is All about TOKEN: Towards Semantic Information Theory for LLMs Text and Code Embeddings by Contrastive Pre-Training

Reference 49

Resolution
verified exact
local_arxiv, observed 2026-05-18T01:55:38.215990Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-18T01:53:59.290098Z digest=sha256:e440c362b90ff11778cf01309a3e12978308859d2c54209476ea753ab5fcd306

Observation 02b62ae0-4da1-4a6c-88ab-285a761498ad · outbound

This paper cites Lütkepohl,New Introduction to Multiple Time Series Analysis.

Forget BIT, It is All about TOKEN: Towards Semantic Information Theory for LLMs Lütkepohl,New Introduction to Multiple Time Series Analysis

Reference 50

Resolution
verified fuzzy
raw_fallback, observed 2026-05-18T01:55:39.195396Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-18T01:53:59.290098Z digest=sha256:f32ea41eb4c0c1c6c13518c61674777ed6fa4aa2667e0f169c981cc5b111e611

Observation cf30549b-04bf-4279-9567-9b0958923618 · outbound

This paper cites Graphical models, exponential families, and variational inference.

Forget BIT, It is All about TOKEN: Towards Semantic Information Theory for LLMs Graphical models, exponential families, and variational inference

Reference 51

Resolution
verified fuzzy
raw_fallback, observed 2026-05-18T01:55:39.019326Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-18T01:53:59.290098Z digest=sha256:4df09e80566b6c23e575eb04954a03351a9421e4c28643397b7d9ffcb516546a

Observation 87421cf6-5611-4205-bbe3-09aa613b35d7 · outbound

This paper cites Mohri, A.

Forget BIT, It is All about TOKEN: Towards Semantic Information Theory for LLMs Mohri, A

Reference 52

Resolution
verified fuzzy
raw_fallback, observed 2026-05-18T01:55:39.046375Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-18T01:53:59.290098Z digest=sha256:720967ad56043135edc7c7c793aa1a38106ad5ab6ef606db6a6bda2610ebb4db

Observation 3c5f00e9-e3a8-4f04-827a-82c1e280d1f8 · outbound

This paper cites The space of interactions in neural network models.

Forget BIT, It is All about TOKEN: Towards Semantic Information Theory for LLMs The space of interactions in neural network models

Reference 53

Resolution
verified fuzzy
raw_fallback, observed 2026-05-18T01:55:39.210866Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-18T01:53:59.290098Z digest=sha256:64aae511a9ff2fabcd48a0b58cb6779981d9583c894823d2df60553d343694b6

Observation d55c0a3f-2439-4ec0-8fa3-67057cf6e0e8 · outbound

This paper cites Optimal storage properties of neural network models.

Forget BIT, It is All about TOKEN: Towards Semantic Information Theory for LLMs Optimal storage properties of neural network models

Reference 54

Resolution
verified fuzzy
raw_fallback, observed 2026-05-18T01:55:39.139302Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-18T01:53:59.290098Z digest=sha256:d2a97e06df9c90fbed9b45060ef7dab6bf45f7102e4d3d9cb5eeb177a52bb712

Observation c70d8c61-00b8-4d3e-b6ba-469a38baa70e · outbound

This paper cites Three unfinished works on the optimal storage capacity of networks.

Forget BIT, It is All about TOKEN: Towards Semantic Information Theory for LLMs Three unfinished works on the optimal storage capacity of networks

Reference 55

Resolution
verified fuzzy
raw_fallback, observed 2026-05-18T01:55:39.148928Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-18T01:53:59.290098Z digest=sha256:6e2cb9dd47654f355f2e378456c7ca3279b552db90888c404f6952ca0537263f

Observation 40d1c403-566d-45d2-a0ab-f0809771e107 · outbound

This paper cites Mamba: Linear-Time Sequence Modeling with Selective State Spaces.

Forget BIT, It is All about TOKEN: Towards Semantic Information Theory for LLMs Mamba: Linear-Time Sequence Modeling with Selective State Spaces

Reference 56

Resolution
verified exact
local_arxiv, observed 2026-05-18T01:55:38.230331Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-18T01:53:59.290098Z digest=sha256:b01138afed988414ce922da99309410d5c1d3493d4240cb3ec1263a92562a3a3

Observation 89f10a41-442a-4843-b0c1-442a1b715dda · outbound

This paper cites Transformers are SSMs: Generalized Models and Efficient Algorithms Through Structured State Space Duality.

Forget BIT, It is All about TOKEN: Towards Semantic Information Theory for LLMs Transformers are SSMs: Generalized Models and Efficient Algorithms Through Structured State Space Duality

Reference 57

Resolution
verified exact
local_arxiv, observed 2026-05-18T01:55:38.181443Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-18T01:53:59.290098Z digest=sha256:6d9ab4699a04c77d1c1445c29bd155ff3110ed581c342f5cb907b3d40c1b74f5

Observation 480f232c-d804-404c-95b2-f98edc105b1e · outbound

This paper cites Large Language Diffusion Models.

Forget BIT, It is All about TOKEN: Towards Semantic Information Theory for LLMs Large Language Diffusion Models

Reference 58

Resolution
verified exact
local_arxiv, observed 2026-05-18T01:55:38.253587Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-18T01:53:59.290098Z digest=sha256:e3deb364513033cbfaeb65402c2db586f970c728073ea04bfbbdd5e4f908eef3

Observation 1dbf6c30-3e27-42f0-bccf-e29a97c7b018 · outbound

This paper cites Computation of channel capacity and rate-distortion functions.

Forget BIT, It is All about TOKEN: Towards Semantic Information Theory for LLMs Computation of channel capacity and rate-distortion functions

Reference 59

Resolution
verified fuzzy
raw_fallback, observed 2026-05-18T01:55:39.123341Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-18T01:53:59.290098Z digest=sha256:4079baefa5a7531967dc0e1670b291f39329c0609f35cde0e7008df8cfc411ab

Observation 43af1f5c-471e-45fb-bd5b-acd95729fbea · outbound

This paper cites An algorithm for computing the capacity of arbitrary discrete memoryless channels.

Forget BIT, It is All about TOKEN: Towards Semantic Information Theory for LLMs An algorithm for computing the capacity of arbitrary discrete memoryless channels

Reference 60

Resolution
verified fuzzy
raw_fallback, observed 2026-05-18T01:55:39.126497Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-18T01:53:59.290098Z digest=sha256:c08221a918c3df204f1ff7bff963762270f18dcf6cdc642f1e56697914fcb0c6

Observation 80adfb29-9b04-4c46-94d1-f71a0aa92cb5 · outbound

This paper cites A Communication Optimal Transport Approach to the Computation of Rate Distortion Functions.

Forget BIT, It is All about TOKEN: Towards Semantic Information Theory for LLMs A Communication Optimal Transport Approach to the Computation of Rate Distortion Functions

Reference 61

Resolution
verified exact
arxiv_id, observed 2026-05-18T01:55:38.239782Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-18T01:53:59.290098Z digest=sha256:c9a6e542f8df3ec25ccdb26b5e0f0243704236c9d8cbd2a3bb0770242a34393a

Observation 111be61c-9f75-47ac-982c-ac82a26cb207 · outbound

This paper cites A Constrained BA Algorithm for Rate-Distortion and Distortion-Rate Functions.

Forget BIT, It is All about TOKEN: Towards Semantic Information Theory for LLMs A Constrained BA Algorithm for Rate-Distortion and Distortion-Rate Functions

Reference 62

Resolution
verified exact
arxiv_id, observed 2026-05-18T01:55:38.244207Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-18T01:53:59.290098Z digest=sha256:78fb54c27dbdf140bdf33d79e5527124522f69897eb1e87a9e34bee8214e8eb4

Observation 97f0fec0-168f-4e8c-9f1e-a5273d6387ce · outbound

This paper cites Computation of rate-distortion-perception functions with Wasserstein barycenter.

Forget BIT, It is All about TOKEN: Towards Semantic Information Theory for LLMs Computation of rate-distortion-perception functions with Wasserstein barycenter

Reference 63

Resolution
verified fuzzy
raw_fallback, observed 2026-05-18T01:55:39.086258Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-18T01:53:59.290098Z digest=sha256:fc45624b9f23147afe458dc52d3801a5d23c68773d901854501010b77554f7a1

Observation 2f61e23a-b58c-4a4c-af95-4eefaaa5af6b · outbound

This paper cites Directed information for channels with feedback.

Forget BIT, It is All about TOKEN: Towards Semantic Information Theory for LLMs Directed information for channels with feedback

Reference 64

Resolution
verified fuzzy
raw_fallback, observed 2026-05-18T01:55:39.207324Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-18T01:53:59.290098Z digest=sha256:ca110773b2b0980acb3268a07ed5727e49329d1673400f0010e2e508f47c7486

Observation 9923cec1-85ee-44cd-a67b-a60b781597e7 · outbound

This paper cites General formulation of Shannon’s main theorem in information theory.

Forget BIT, It is All about TOKEN: Towards Semantic Information Theory for LLMs General formulation of Shannon’s main theorem in information theory

Reference 65

Resolution
verified fuzzy
raw_fallback, observed 2026-05-18T01:55:39.012154Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-18T01:53:59.290098Z digest=sha256:17c35f9ea04293e150ff8036c14a3374dc8dce4224ebe2d1d1aa945b39a6cd95

Observation 20e37ab0-af3a-49ab-8604-360c83ab4d14 · outbound

This paper cites Extension of the Blahut-Arimoto algorithm for maximizing directed information.

Forget BIT, It is All about TOKEN: Towards Semantic Information Theory for LLMs Extension of the Blahut-Arimoto algorithm for maximizing directed information

Reference 66

Resolution
verified fuzzy
raw_fallback, observed 2026-05-18T01:55:39.161445Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-18T01:53:59.290098Z digest=sha256:33892ffa8af9f42616d0e334da0b7b1619116d35ed9acbae01677dc8ab569ef9

Observation 372de6c3-8c8e-42a0-b981-3b1fb89b9c51 · outbound

This paper cites MINE: Mutual Information Neural Estimation.

Forget BIT, It is All about TOKEN: Towards Semantic Information Theory for LLMs MINE: Mutual Information Neural Estimation

Reference 67

Resolution
verified exact
arxiv_id, observed 2026-05-18T01:55:38.211483Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-18T01:53:59.290098Z digest=sha256:95f2ba75f290631342afbdea3ea89e4995fe36b55c91e4e23ac896cbd8c75b42

Observation 3043431f-cf5e-4c76-b083-9b4881adcc6d · outbound

This paper cites Neural estimation and optimization of directed information over continuous spaces.

Forget BIT, It is All about TOKEN: Towards Semantic Information Theory for LLMs Neural estimation and optimization of directed information over continuous spaces

Reference 68

Resolution
verified fuzzy
raw_fallback, observed 2026-05-18T01:55:39.231486Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-18T01:53:59.290098Z digest=sha256:3c9c9621149d1a11f4f25c440352c74daef0a0ad3670163ba31e4cb8b0088bb2

Observation fa2fc163-a6fa-4aeb-a5f4-7d6aebf7ef94 · outbound

This paper cites Asymptotische abschätzungen in Shannon’s informationstheorie.

Forget BIT, It is All about TOKEN: Towards Semantic Information Theory for LLMs Asymptotische abschätzungen in Shannon’s informationstheorie

Reference 69

Resolution
verified fuzzy
raw_fallback, observed 2026-05-18T01:55:39.191421Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-18T01:53:59.290098Z digest=sha256:ac22ea503f898625d992a574dddfdbb4f901b5f478b841299ddfcd78a735896e

Observation bce1cf5d-471a-4c4c-987b-20fad121059e · outbound

This paper cites The relation between Granger causality and directed information theory: A review.

Forget BIT, It is All about TOKEN: Towards Semantic Information Theory for LLMs The relation between Granger causality and directed information theory: A review

Reference 70

Resolution
verified fuzzy
raw_fallback, observed 2026-05-18T01:55:39.214773Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-18T01:53:59.290098Z digest=sha256:6b17cbadd323f592b7aced9cbcce91ebb47c95f9f2eb7315ace2481ebe4d0177

Observation b34dea66-c955-4a6c-afc3-3467ca5a1252 · outbound

This paper cites Measuring information transfer.

Forget BIT, It is All about TOKEN: Towards Semantic Information Theory for LLMs Measuring information transfer

Reference 71

Resolution
verified fuzzy
raw_fallback, observed 2026-05-18T01:55:39.112986Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-18T01:53:59.290098Z digest=sha256:d7d49106bff082384b2a5664eac119ec152f3fcd8c10ced3731f98f5d09684fa

Observation 4ff716c8-95e8-4878-9685-64a7562861dd · outbound

This paper cites Granger causality and transfer entropy are equivalent for Gaussian variables.

Forget BIT, It is All about TOKEN: Towards Semantic Information Theory for LLMs Granger causality and transfer entropy are equivalent for Gaussian variables

Reference 72

Resolution
verified fuzzy
raw_fallback, observed 2026-05-18T01:55:39.116048Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-18T01:53:59.290098Z digest=sha256:cac60fabc64949769bbf305fb186a6756d688835b04de83a2d169aa27f184d22

Observation 777d1e71-6887-4ff0-a086-6780a3f11692 · outbound

This paper cites Transfer entropy.

Forget BIT, It is All about TOKEN: Towards Semantic Information Theory for LLMs Transfer entropy

Reference 73

Resolution
verified fuzzy
raw_fallback, observed 2026-05-18T01:55:39.129503Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-18T01:53:59.290098Z digest=sha256:8d900032bc4d301ca453098230ffd72188331734a4a7b0d6fab997fccdc96888

Observation 0da84beb-4765-4270-ad77-f82dc2c30678 · outbound

This paper cites Pearl,Causality: Models, Reasoning, and Inference, 2nd ed.

Forget BIT, It is All about TOKEN: Towards Semantic Information Theory for LLMs Pearl,Causality: Models, Reasoning, and Inference, 2nd ed

Reference 74

Resolution
verified fuzzy
raw_fallback, observed 2026-05-18T01:55:39.106837Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-18T01:53:59.290098Z digest=sha256:a49f67e4af90de7b325da2728c2e99deab2d5f3d1ad902463edbd79ee9b5697a

Observation 5b78a1bf-35b3-4f03-8e97-9886c71bee1f · outbound

This paper cites Shannon Information and Kolmogorov Complexity.

Forget BIT, It is All about TOKEN: Towards Semantic Information Theory for LLMs Shannon Information and Kolmogorov Complexity

Reference 75

Resolution
verified exact
arxiv_id, observed 2026-05-18T01:55:38.196465Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-18T01:53:59.290098Z digest=sha256:48c508e1d385bc090e126fcb08f4b41f89214ac3c35e7dc97eae85c1b1d18dd6

Observation 3cdb68d7-39f5-428c-a521-035e995c22a1 · outbound

This paper cites Amari,Information Geometry and Its Applications, Tokyo, Japan: Springer.

Forget BIT, It is All about TOKEN: Towards Semantic Information Theory for LLMs Amari,Information Geometry and Its Applications, Tokyo, Japan: Springer

Reference 76

Resolution
verified fuzzy
raw_fallback, observed 2026-05-18T01:55:39.225021Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-18T01:53:59.290098Z digest=sha256:701c8fa7d3932b0febe7cc4b1d09031e90bcb267051f4798db04dee4b7016070

Observation c6fc17b3-59c7-4386-ae59-b55f3f844f76 · outbound

This paper cites Optimizing neural networks with Kronecker-factored approximate curvature.

Forget BIT, It is All about TOKEN: Towards Semantic Information Theory for LLMs Optimizing neural networks with Kronecker-factored approximate curvature

Reference 77

Resolution
verified fuzzy
raw_fallback, observed 2026-05-18T01:55:39.103530Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-18T01:53:59.290098Z digest=sha256:287356dc5ae003f867229252d30ee678d8aaa90a093d8b4565a3e2a7c401d3a5

Observation b3b596c6-2137-4afb-8d62-9607e9f2b87c · outbound

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

Forget BIT, It is All about TOKEN: Towards Semantic Information Theory for LLMs Direct Preference Optimization: Your Language Model is Secretly a Reward Model

Reference 78

Resolution
verified exact
local_arxiv, observed 2026-05-18T01:55:38.201277Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-18T01:53:59.290098Z digest=sha256:e9a449922ca8dd511e01c6ff196ac177ab6fde81980d98ebf715dea9f04464aa

Observation 36cabea1-511a-4987-bde6-2f3a5523d1ff · outbound

This paper cites On tail probabilities for martingales.

Forget BIT, It is All about TOKEN: Towards Semantic Information Theory for LLMs On tail probabilities for martingales

Reference 79

Resolution
verified fuzzy
raw_fallback, observed 2026-05-18T01:55:39.059733Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-18T01:53:59.290098Z digest=sha256:509e3612e7604f0e5a078676794ca40ec3a2ceb2f374ef44b9ec428680527b77

Observation 55f46537-359f-4e10-806c-f71099878ae6 · outbound

This paper cites Williams,Probability with Martingales.

Forget BIT, It is All about TOKEN: Towards Semantic Information Theory for LLMs Williams,Probability with Martingales

Reference 80

Resolution
verified fuzzy
raw_fallback, observed 2026-05-18T01:55:39.228246Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-18T01:53:59.290098Z digest=sha256:8cfa641f2461175e275cc1ba9a8d168df5004730e7d4ad12df2ea166936fd30a

Observation 89a5ccb3-ee6d-4ec3-9e2f-0ec68b964feb · outbound

This paper cites Gromov-Wasserstein alignment of word embedding spaces.

Forget BIT, It is All about TOKEN: Towards Semantic Information Theory for LLMs Gromov-Wasserstein alignment of word embedding spaces

Reference 81

Resolution
verified fuzzy
raw_fallback, observed 2026-05-18T01:55:39.110018Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-18T01:53:59.290098Z digest=sha256:0a38ac700bb925b2d69f1926f2e40cc16aa544de28143738720b92e0cd95b541

Observation e3e2215a-07e5-4232-a328-e9e3da357c38 · outbound

This paper cites Lapidoth,A Foundation in Digital Communication.

Forget BIT, It is All about TOKEN: Towards Semantic Information Theory for LLMs Lapidoth,A Foundation in Digital Communication

Reference 82

Resolution
verified fuzzy
raw_fallback, observed 2026-05-18T01:55:39.221816Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-18T01:53:59.290098Z digest=sha256:63e662cabcac71d8f3ba951a4b28eef6a9a8e19bcbbfce00bb59a8091448f594

Observation 97a41092-bd0e-4162-872a-7f1802c3ac4a · outbound

This paper cites An introduction to latent semantic analysis.

Forget BIT, It is All about TOKEN: Towards Semantic Information Theory for LLMs An introduction to latent semantic analysis

Reference 83

Resolution
verified fuzzy
raw_fallback, observed 2026-05-18T01:55:39.080449Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-18T01:53:59.290098Z digest=sha256:a0183f3452170d3862eabd22573a26e9cc3509011711546d2fb67a63e2003394

Observation aaef066e-fdb3-40b7-85bb-d266db7c37b3 · outbound

This paper cites Extensions of Lipschitz maps into Banach spaces.

Forget BIT, It is All about TOKEN: Towards Semantic Information Theory for LLMs Extensions of Lipschitz maps into Banach spaces

Reference 84

Resolution
verified fuzzy
raw_fallback, observed 2026-05-18T01:55:39.077980Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-18T01:53:59.290098Z digest=sha256:23d4606d61a6d179ca1c5c867fd0e02a561301672380e39cdbf608b840efde90

Observation b8158180-7326-422b-a9ca-5304673cb7c8 · outbound

This paper cites Foucart and H.

Forget BIT, It is All about TOKEN: Towards Semantic Information Theory for LLMs Foucart and H

Reference 85

Resolution
verified fuzzy
raw_fallback, observed 2026-05-18T01:55:39.096693Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-18T01:53:59.290098Z digest=sha256:a59f6b24346cd250df7808c6422b40e8e7947c568ecf336e14c0f2f622dfc96b

Observation e1e54d1f-0214-4dcc-ad36-8ec78dcdeb2f · outbound

This paper cites New and improved Johnson-Lindenstrauss embeddings via the restricted isometry property.

Forget BIT, It is All about TOKEN: Towards Semantic Information Theory for LLMs New and improved Johnson-Lindenstrauss embeddings via the restricted isometry property

Reference 86

Resolution
verified fuzzy
raw_fallback, observed 2026-05-18T01:55:39.083403Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-18T01:53:59.290098Z digest=sha256:4ccd39c8ee4908ed096b649e83e76e0787536c1b95793c65193098027c5b62fb

Observation a6057587-97b1-467a-95ef-03aa2f6b06ba · outbound

This paper cites Predictive coding - Part 1.

Forget BIT, It is All about TOKEN: Towards Semantic Information Theory for LLMs Predictive coding - Part 1

Reference 87

Resolution
verified fuzzy
raw_fallback, observed 2026-05-18T01:55:39.072628Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-18T01:53:59.290098Z digest=sha256:2b4e78d2554c7f72eef151bed8075a46cb943767e0a4805b9df2507d5145c3a1

Observation c0d0b38e-e6e2-41c8-b987-2d2e4fc3d50c · outbound

This paper cites Predictive coding - Part 2.

Forget BIT, It is All about TOKEN: Towards Semantic Information Theory for LLMs Predictive coding - Part 2

Reference 88

Resolution
verified fuzzy
raw_fallback, observed 2026-05-18T01:55:39.036114Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-18T01:53:59.290098Z digest=sha256:b68443cafffd9630370b2661b16786be754c2d018f0a42020ce727597b672b7a

Observation 391734c9-3b14-4712-affc-a6368ba65bcd · outbound

This paper cites Jaynes,Probability Theory: The Logic of Science.

Forget BIT, It is All about TOKEN: Towards Semantic Information Theory for LLMs Jaynes,Probability Theory: The Logic of Science

Reference 89

Resolution
verified fuzzy
raw_fallback, observed 2026-05-18T01:55:39.015588Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-18T01:53:59.290098Z digest=sha256:8a0b0550820b07cecc876eca9706bed34882049cb217ec4476bb4ffe99fd805f

Observation c996d3e8-df49-4b96-b532-7b1611f231c4 · outbound

This paper cites Talagrand,Mean Field Models for Spin Glasses - Vol.

Forget BIT, It is All about TOKEN: Towards Semantic Information Theory for LLMs Talagrand,Mean Field Models for Spin Glasses - Vol

Reference 90

Resolution
verified fuzzy
raw_fallback, observed 2026-05-18T01:55:39.043361Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-18T01:53:59.290098Z digest=sha256:e3463b401940e6e39378d1bf03e893e9ff25cf7077899e627bb3fb3783361a6e

Observation d22218c7-1358-4f18-85c4-776e51cf2010 · outbound

This paper cites Talagrand,Mean Field Models for Spin Glasses - Vol.

Forget BIT, It is All about TOKEN: Towards Semantic Information Theory for LLMs Talagrand,Mean Field Models for Spin Glasses - Vol

Reference 91

Resolution
verified fuzzy
raw_fallback, observed 2026-05-18T01:55:39.241214Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-18T01:53:59.290098Z digest=sha256:8c3aad5c945ed0d964bf6edc26fc45d36e5051b46dbedf20943f3aa9c84e7383

Observation 0d5bbfde-129c-4c65-a653-b2e1a92f6891 · outbound

This paper cites A learning algorithm for Boltzmann machines.

Forget BIT, It is All about TOKEN: Towards Semantic Information Theory for LLMs A learning algorithm for Boltzmann machines

Reference 92

Resolution
verified fuzzy
raw_fallback, observed 2026-05-18T01:55:39.093741Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-18T01:53:59.290098Z digest=sha256:2acce02d726b49d2e52b957d75da9b3fb735daa2cd1a91e6a49d2a596b674910

Observation a6a0569b-3182-43ab-806b-1c817c360574 · outbound

This paper cites A practical guide to training restricted Boltzmann machines.

Forget BIT, It is All about TOKEN: Towards Semantic Information Theory for LLMs A practical guide to training restricted Boltzmann machines

Reference 93

Resolution
verified fuzzy
raw_fallback, observed 2026-05-18T01:55:39.099967Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-18T01:53:59.290098Z digest=sha256:1780fb79c306b051adc42406d52588230058ba96e52298aa651b396f43a6536e

Observation 0293238e-8cba-46d5-9556-e866856ff9ef · outbound

This paper cites Structured Attention Networks.

Forget BIT, It is All about TOKEN: Towards Semantic Information Theory for LLMs Structured Attention Networks

Reference 94

Resolution
verified exact
local_arxiv, observed 2026-05-18T01:55:38.257995Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-18T01:53:59.290098Z digest=sha256:b6316489a5b332985d308658091b82ab06c27e09544bfc3755c66a5a90bf6aa5

Observation 8c993054-8996-471e-aa95-8fe47c311ded · outbound

This paper cites Mézard, G.

Forget BIT, It is All about TOKEN: Towards Semantic Information Theory for LLMs Mézard, G

Reference 95

Resolution
verified fuzzy
raw_fallback, observed 2026-05-18T01:55:39.067655Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-18T01:53:59.290098Z digest=sha256:e486b6b74084c516d090bbec61efcc940f4457307877a0a1228a34ab1f4d4716

Observation 1b264f85-3b19-4cbc-97c1-96e49af9aab5 · outbound

This paper cites Mézard and A.

Forget BIT, It is All about TOKEN: Towards Semantic Information Theory for LLMs Mézard and A

Reference 96

Resolution
verified fuzzy
raw_fallback, observed 2026-05-18T01:55:39.032829Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-18T01:53:59.290098Z digest=sha256:e6a76715e20b1763c6aa1890ddbc6a725d0717c137c5b29ca6929f198b992792

Observation 9c56958b-0195-4714-8122-8eed27335e5e · outbound

This paper cites Neural networks and physical systems with emergent collective computational abilities.

Forget BIT, It is All about TOKEN: Towards Semantic Information Theory for LLMs Neural networks and physical systems with emergent collective computational abilities

Reference 97

Resolution
verified fuzzy
raw_fallback, observed 2026-05-18T01:55:39.029511Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-18T01:53:59.290098Z digest=sha256:330226cb8ae4fb73e8c8e66a5136f9f94309de78b30347c5aabf4235363310ce

Observation c01722f0-6383-40ed-9dee-e4327a7750a1 · outbound

This paper cites Hopfield Networks is All You Need.

Forget BIT, It is All about TOKEN: Towards Semantic Information Theory for LLMs Hopfield Networks is All You Need

Reference 98

Resolution
verified exact
local_arxiv, observed 2026-05-18T01:55:38.191415Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-18T01:53:59.290098Z digest=sha256:81361aca5680bdaaf5e2646588edb4718b7f6b93c12874f87c9e38a235bb5df7

Observation 4e6db65c-722e-431c-98c8-3f492389c988 · outbound

This paper cites Beyond Scaling Laws: Understanding Transformer Performance with Associative Memory.

Forget BIT, It is All about TOKEN: Towards Semantic Information Theory for LLMs Beyond Scaling Laws: Understanding Transformer Performance with Associative Memory

Reference 99

Resolution
verified exact
arxiv_id, observed 2026-05-18T01:55:38.186637Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-18T01:53:59.290098Z digest=sha256:124aeab647e0f0d5bc343446e58e540e95c84f31ae299ad096ac467f15fda5ba

Observation e2d956c8-448d-4553-96c8-5e7311a14174 · outbound

This paper cites Asymptotic evaluation of certain markov process expectations for large time, IV.

Forget BIT, It is All about TOKEN: Towards Semantic Information Theory for LLMs Asymptotic evaluation of certain markov process expectations for large time, IV

Reference 100

Resolution
verified fuzzy
raw_fallback, observed 2026-05-18T01:55:39.132882Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-18T01:53:59.290098Z digest=sha256:f4d29fbd78efd6f6fe27c98f75b8c0e9c89e46d248a8acb4dc6ec6e0f8682d72

Pith citing papers

Observation 8eeceaa1-36d7-42df-a73f-5c7ea191d469 · inbound

Discrete Diffusion Models: A Unified Framework from Tokenization to Generation cites this paper.

Discrete Diffusion Models: A Unified Framework from Tokenization to Generation Forget BIT, It is All about TOKEN: Towards Semantic Information Theory for LLMs

Reference 6

Resolution
unresolved
no resolver link, observed 2026-08-02T05:17:24.873091Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T05:17:24.873091Z digest=sha256:ea8522501dbc8752f5413b80a4aaec95aa60de451c8ad56454dd3e17b152f51a