Paper Citation Record · LEDGER

Multi-Stream LLMs: Unblocking Language Models with Parallel Streams of Thoughts, Inputs and Outputs

As of 5 August 2026, this Paper Citation Record lists 23 of 23 outbound references and 3 inbound Pith citation observations for arXiv:2605.12460.

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

pith.paper-citation-record.v1
2605.12460 v1

Coverage vector

measured 23 of 23 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-05-13T05:56:11.373242Z

measured 26 of 26 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-05T06:32:48.257954+00:00

measured 3 of 3 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-02T07:53:41.215461Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-07-10T04:16:48.625014Z

Reference resolution

23 of 23 outbound references displayed

verified exact1
verified fuzzy16
unresolved0
parse uncertain0
malformed identifier1
metadata mismatch5

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 5aa912c0-5181-4fc0-88e2-55b59c31b9bd · outbound

This paper cites Medusa: Simple LLM Inference Acceleration Framework with Multiple Decoding Heads.

Multi-Stream LLMs: Unblocking Language Models with Parallel Streams of Thoughts, Inputs and Outputs Medusa: Simple LLM Inference Acceleration Framework with Multiple Decoding Heads

Reference 1

Resolution: metadata mismatch; arxiv_id, observed 2026-05-13T10:36:18.892007Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 2d5bbaf8-b8ad-4afa-8f43-8315ffe1a154 · outbound

This paper cites Reasoning Models Don't Always Say What They Think.

Multi-Stream LLMs: Unblocking Language Models with Parallel Streams of Thoughts, Inputs and Outputs Reasoning Models Don't Always Say What They Think

Reference 2

Resolution: metadata mismatch; arxiv_id, observed 2026-05-14T20:18:01.027228Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 7040ecd1-1594-4d4e-8429-674be4c55630 · outbound

This paper cites Better & Faster Large Language Models via Multi-token Prediction.

Multi-Stream LLMs: Unblocking Language Models with Parallel Streams of Thoughts, Inputs and Outputs Better & Faster Large Language Models via Multi-token Prediction

Reference 3

Resolution: verified exact; arxiv_id, observed 2026-05-16T12:26:09.884823Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation df77db3e-7b94-4ccf-9d9f-aa5efb1d3dec · outbound

This paper cites Not what you've signed up for: Compromising Real-World LLM-Integrated Applications with Indirect Prompt Injection.

Multi-Stream LLMs: Unblocking Language Models with Parallel Streams of Thoughts, Inputs and Outputs Not what you've signed up for: Compromising Real-World LLM-Integrated Applications with Indirect Prompt Injection

Reference 4

Resolution: metadata mismatch; local_arxiv, observed 2026-05-13T05:57:22.614533Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 4e616ab8-28d4-416c-a180-c827693f71dd · outbound

This paper cites Efficient Test-Time Inference via Deterministic Exploration of Truncated Decoding Trees.

Multi-Stream LLMs: Unblocking Language Models with Parallel Streams of Thoughts, Inputs and Outputs Efficient Test-Time Inference via Deterministic Exploration of Truncated Decoding Trees

Reference 5

Resolution: metadata mismatch; local_arxiv, observed 2026-05-13T05:57:22.623766Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation c89bada9-b9ff-4237-b481-37c64a9f51e2 · outbound

This paper cites Hogwild! inference: Parallel llm generation via concurrent attention.arXiv preprint arXiv:2504.06261.

Multi-Stream LLMs: Unblocking Language Models with Parallel Streams of Thoughts, Inputs and Outputs Hogwild! inference: Parallel llm generation via concurrent attention.arXiv preprint arXiv:2504.06261

Reference 6

Resolution: metadata mismatch; arxiv_id, observed 2026-05-13T05:57:22.629746Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 811f2154-f1ac-4efc-b5bf-e40bd8e4b184 · outbound

This paper cites Let me start helping you with your question.

Multi-Stream LLMs: Unblocking Language Models with Parallel Streams of Thoughts, Inputs and Outputs Let me start helping you with your question

Reference 7

Resolution: malformed identifier; arxiv_id, observed 2026-05-13T05:57:22.611535Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 89880e7b-d779-45c7-bdeb-9be67a57fa67 · outbound

This paper cites Let me start helping you with that.

Multi-Stream LLMs: Unblocking Language Models with Parallel Streams of Thoughts, Inputs and Outputs Let me start helping you with that

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-05-13T09:47:34.352785Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 3d8071c2-3a0a-43f0-8b5a-b0d4b2ab5e26 · outbound

This paper cites Sure, I’ll begin working on this.

Multi-Stream LLMs: Unblocking Language Models with Parallel Streams of Thoughts, Inputs and Outputs Sure, I’ll begin working on this

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-05-13T09:47:34.346070Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation aedb5be7-946f-4b75-8bb3-8e907bff78ab · outbound

This paper cites Of course, let me get started.

Multi-Stream LLMs: Unblocking Language Models with Parallel Streams of Thoughts, Inputs and Outputs Of course, let me get started

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-05-13T09:47:34.336933Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation adbaa2e3-f52a-4603-8cc7-1a75c2daff09 · outbound

This paper cites Right away, I’ll begin addressing this.

Multi-Stream LLMs: Unblocking Language Models with Parallel Streams of Thoughts, Inputs and Outputs Right away, I’ll begin addressing this

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-05-13T09:47:34.338804Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 1bd0052a-bb9d-4c0f-868b-f23c3784e333 · outbound

This paper cites Happy to help, let me start.

Multi-Stream LLMs: Unblocking Language Models with Parallel Streams of Thoughts, Inputs and Outputs Happy to help, let me start

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-05-13T09:47:34.342001Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 4410b2e4-0a09-4624-b47b-0a5e8f30a99c · outbound

This paper cites Got it, I’ll start on that now.

Multi-Stream LLMs: Unblocking Language Models with Parallel Streams of Thoughts, Inputs and Outputs Got it, I’ll start on that now

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-05-13T09:47:34.354290Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation ade0331c-05d4-41aa-8c1a-e8bdd0f73e9a · outbound

This paper cites I’ll begin working through this for you.

Multi-Stream LLMs: Unblocking Language Models with Parallel Streams of Thoughts, Inputs and Outputs I’ll begin working through this for you

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-05-13T09:47:34.360001Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 376d0546-ebca-49c3-b1b3-500034e6e4c0 · outbound

This paper cites Let me start thinking through your request.

Multi-Stream LLMs: Unblocking Language Models with Parallel Streams of Thoughts, Inputs and Outputs Let me start thinking through your request

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-05-13T09:47:34.356275Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 1b4dda2d-867b-4444-af43-b120efdc966e · outbound

This paper cites I’ll get going on this right away.

Multi-Stream LLMs: Unblocking Language Models with Parallel Streams of Thoughts, Inputs and Outputs I’ll get going on this right away

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-05-13T09:47:34.340481Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation b9438820-db03-495f-af03-5c2a82183bff · outbound

This paper cites Allow me to begin while you continue.

Multi-Stream LLMs: Unblocking Language Models with Parallel Streams of Thoughts, Inputs and Outputs Allow me to begin while you continue

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-05-13T09:47:34.358036Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 8d1c60c1-7312-45a1-a0af-b2cd5ea42dad · outbound

This paper cites Do not modify or paraphrase it.

Multi-Stream LLMs: Unblocking Language Models with Parallel Streams of Thoughts, Inputs and Outputs Do not modify or paraphrase it

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-05-13T09:47:34.347745Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 344b1f3f-827e-4a89-9013-ac81afef3529 · outbound

This paper cites Your response at each step must be consistent with only the user tokens seen so far—do not anticipate or use information from tokens not yet received.

Multi-Stream LLMs: Unblocking Language Models with Parallel Streams of Thoughts, Inputs and Outputs Your response at each step must be consistent with only the user tokens seen so far—do not anticipate or use information from tokens not yet received

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-05-13T09:47:34.363735Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 95b02f72-1b52-49d4-872f-9629d2bad9ac · outbound

This paper cites Each new chunk must flow naturally from the previous output without con- tradiction or repetition.

Multi-Stream LLMs: Unblocking Language Models with Parallel Streams of Thoughts, Inputs and Outputs Each new chunk must flow naturally from the previous output without con- tradiction or repetition

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-05-13T09:47:34.361931Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 8a196e7e-de56-4538-ac9d-64b4ae830a42 · outbound

This paper cites The final response must directly and completely address the user’s instruction.

Multi-Stream LLMs: Unblocking Language Models with Parallel Streams of Thoughts, Inputs and Outputs The final response must directly and completely address the user’s instruction

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-05-13T09:47:34.349393Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation f2c07d8a-151c-4f1f-ae77-a41439f62863 · outbound

This paper cites The response must read naturally as if it were a normal assistant reply.

Multi-Stream LLMs: Unblocking Language Models with Parallel Streams of Thoughts, Inputs and Outputs The response must read naturally as if it were a normal assistant reply

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-05-13T09:47:34.351124Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation f4052074-988b-4901-b617-8c9fb389de59 · outbound

This paper cites bridging.

Multi-Stream LLMs: Unblocking Language Models with Parallel Streams of Thoughts, Inputs and Outputs bridging

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-05-13T09:47:34.343786Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Pith citing papers

Observation 6b225911-a693-45fd-8a1c-f64d4b0efda6 · inbound

Counterfactual Likelihood Tests for Indirect Influence in Private Reasoning Channels cites this paper.

Counterfactual Likelihood Tests for Indirect Influence in Private Reasoning Channels Multi-Stream LLMs: Unblocking Language Models with Parallel Streams of Thoughts, Inputs and Outputs

Reference 6

Resolution: verified exact; local_arxiv, observed 2026-05-20T13:08:17.838893Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 5068d880-03cb-43a8-9f59-0e32fd9f4fa6 · inbound

Native Video-Action Pretraining for Generalizable Robot Control cites this paper.

Native Video-Action Pretraining for Generalizable Robot Control Multi-Stream LLMs: Unblocking Language Models with Parallel Streams of Thoughts, Inputs and Outputs

Reference 87

Resolution: verified exact; local_arxiv, observed 2026-07-10T04:16:48.626284Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation d9b72329-d27c-4458-bc99-b92b35339719 · inbound

Native Video-Action Pretraining for Generalizable Robot Control cites this paper.

Native Video-Action Pretraining for Generalizable Robot Control Multi-Stream LLMs: Unblocking Language Models with Parallel Streams of Thoughts, Inputs and Outputs

Reference 87

Resolution: unresolved; no resolver link, observed 2026-08-02T07:53:41.215461Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.