Pith. sign in

Paper Citation Record · LEDGER

Merlin: Deterministic Byte-Exact Deduplication for Lossless Context Optimization in Large Language Model Inference

As of 6 August 2026, this Paper Citation Record lists 28 of 28 outbound references and 1 inbound Pith citation observation for arXiv:2605.09990.

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

pith.paper-citation-record.v1
2605.09990 v1

Coverage vector

measured 28 of 28 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-05-12T04:11:02.387702Z

measured 29 of 29 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-06T06:34:29.942622+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-02T02:10:49.607668Z

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

28 of 28 outbound references displayed

  • verified exact17
  • verified fuzzy4
  • unresolved7
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 05b7628d-aeaf-40b0-9b8d-53368d3c46b3 · outbound

This paper cites Deduplicating Training Data Makes Language Models Better.

Merlin: Deterministic Byte-Exact Deduplication for Lossless Context Optimization in Large Language Model Inference Deduplicating Training Data Makes Language Models Better

Reference 1

Resolution
verified exact
arxiv_id, observed 2026-05-12T06:31:28.944427Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-12T04:11:02.387702Z digest=sha256:3aca6429131fb442f1745685157a5bea703bf708e8349cfd09a05718ffb78325

Observation cf8d9cd0-d923-4fd0-a693-82da1f9adc80 · outbound

This paper cites Quantifying Memorization Across Neural Language Models.

Merlin: Deterministic Byte-Exact Deduplication for Lossless Context Optimization in Large Language Model Inference Quantifying Memorization Across Neural Language Models

Reference 2

Resolution
verified exact
arxiv_id, observed 2026-05-13T22:04:59.782633Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-12T04:11:02.387702Z digest=sha256:1c14ee47a89caeb4038c08344fab5efd69edd84ed2ddc4db05592db1f5b0f61a

Observation 3bf8483c-ef73-41de-ad49-1a4e4bb114d0 · outbound

This paper cites Scalable Extraction of Training Data from (Production) Language Models.

Merlin: Deterministic Byte-Exact Deduplication for Lossless Context Optimization in Large Language Model Inference Scalable Extraction of Training Data from (Production) Language Models

Reference 3

Resolution
verified exact
arxiv_id, observed 2026-05-15T19:00:47.082021Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-12T04:11:02.387702Z digest=sha256:62c033a5ab6b09b0a30c2bd12e3ef93e1f3a3a154004148326c2163f061badfb

Observation 36ff924d-c023-47c7-98c4-516d81ef92a6 · outbound

This paper cites Feder Cooper, Sanmi Koyejo, and Percy Liang.

Merlin: Deterministic Byte-Exact Deduplication for Lossless Context Optimization in Large Language Model Inference Feder Cooper, Sanmi Koyejo, and Percy Liang

Reference 4

Resolution
verified exact
arxiv_id, observed 2026-05-12T06:31:28.864899Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-12T04:11:02.387702Z digest=sha256:5f81c571ff1918464176b9367601a76ebe04d06c3d10d9d050c6e34e81255312

Observation 54243831-e618-4831-8675-9e562b8cd817 · outbound

This paper cites The Mosaic Memory of Large Language Models.

Merlin: Deterministic Byte-Exact Deduplication for Lossless Context Optimization in Large Language Model Inference The Mosaic Memory of Large Language Models

Reference 5

Resolution
verified exact
arxiv_id, observed 2026-05-12T06:31:28.983122Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-12T04:11:02.387702Z digest=sha256:cf7a2f59449f3e557139c5d898554395119158b7a47456a7f38d5328ccf89dbc

Observation fd6de052-7f4c-4ef7-9b8c-adbd34715f51 · outbound

This paper cites an unresolved cited work.

Merlin: Deterministic Byte-Exact Deduplication for Lossless Context Optimization in Large Language Model Inference Unresolved cited work

Reference 6

Resolution
unresolved
raw_fallback, observed 2026-05-12T16:16:41.424487Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-12T04:11:02.387702Z digest=sha256:90fe97ae3d8ac92d4e0f078824b1317c3bcb2c171ded2be369e71625154ab901

Observation 698e703d-87ac-4ced-b0ef-f07ba77f9255 · outbound

This paper cites Khan et al.

Merlin: Deterministic Byte-Exact Deduplication for Lossless Context Optimization in Large Language Model Inference Khan et al

Reference 7

Resolution
verified exact
arxiv_id, observed 2026-05-12T06:31:28.854624Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-12T04:11:02.387702Z digest=sha256:6596035c2dd970a7b1625fe231265e5aa5ee00809265950d032e51a4e46765a4

Observation 98168528-4398-4209-bf99-3e97ed42533e · outbound

This paper cites SemDeDup: Data-efficient learning at web-scale through semantic deduplication.

Merlin: Deterministic Byte-Exact Deduplication for Lossless Context Optimization in Large Language Model Inference SemDeDup: Data-efficient learning at web-scale through semantic deduplication

Reference 8

Resolution
verified exact
arxiv_id, observed 2026-05-18T02:43:31.136179Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-12T04:11:02.387702Z digest=sha256:f4a0f8612d067cf36c99d21ea4d589730e9ef93058dd27a692cba14f2f7ee40b

Observation 3865ca08-8af6-4f3c-afd7-a546f6bfdd0c · outbound

This paper cites D4: Improving LLM Pretraining via Document De-Duplication and Diversification.

Merlin: Deterministic Byte-Exact Deduplication for Lossless Context Optimization in Large Language Model Inference D4: Improving LLM Pretraining via Document De-Duplication and Diversification

Reference 9

Resolution
verified exact
arxiv_id, observed 2026-05-12T06:31:29.028876Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-12T04:11:02.387702Z digest=sha256:db75de1ec80f7cff1a8be2c91e5438b94113d5e4181d6b18b4fc941a6fc254c8

Observation d8aedb57-aa1a-4d2a-9539-8cfb0a331c71 · outbound

This paper cites SoftDedup: an Efficient Data Reweighting Method for Speeding Up Language Model Pre-training.

Merlin: Deterministic Byte-Exact Deduplication for Lossless Context Optimization in Large Language Model Inference SoftDedup: an Efficient Data Reweighting Method for Speeding Up Language Model Pre-training

Reference 10

Resolution
verified exact
arxiv_id, observed 2026-05-12T06:31:28.952124Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-12T04:11:02.387702Z digest=sha256:b4c6cb96dbd09364d3ed2bd7dfa6a344d40839b912bbb4b45d8d628c41b635c5

Observation acabebab-b63c-412e-8cb7-a301caccd2be · outbound

This paper cites Refrag: Rethinking rag based decoding.

Merlin: Deterministic Byte-Exact Deduplication for Lossless Context Optimization in Large Language Model Inference Refrag: Rethinking rag based decoding

Reference 11

Resolution
verified exact
arxiv_id, observed 2026-05-12T06:31:29.009877Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-12T04:11:02.387702Z digest=sha256:22082f7b8f3593ee56326b91cb2c0461f27337c7870e11a7f4641d5ce0ed2145

Observation 3eb4c956-f3c9-4d6a-884d-419ff7b96a9e · outbound

This paper cites ContextPilot: Fast Long-Context Inference via Context Reuse.

Merlin: Deterministic Byte-Exact Deduplication for Lossless Context Optimization in Large Language Model Inference ContextPilot: Fast Long-Context Inference via Context Reuse

Reference 12

Resolution
verified exact
local_arxiv, observed 2026-05-12T06:31:28.883854Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-12T04:11:02.387702Z digest=sha256:53007122836585756276669603ff900d38127f5a6e3270214b95bc7a80368e56

Observation 127ab671-202c-4e16-baa8-2ff4da1b84a9 · outbound

This paper cites Rethinking soft compression in retrieval-augmented generation: A query- conditioned selector perspective.arXiv preprint arXiv:2602.15856, 2026.

Merlin: Deterministic Byte-Exact Deduplication for Lossless Context Optimization in Large Language Model Inference Rethinking soft compression in retrieval-augmented generation: A query- conditioned selector perspective.arXiv preprint arXiv:2602.15856, 2026

Reference 13

Resolution
verified exact
arxiv_id, observed 2026-05-12T06:31:28.845920Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-12T04:11:02.387702Z digest=sha256:6192345301348d7da9713cf9e472070a37ca72f2a4bec2db584fd6678479b81c

Observation 648fcaa2-331e-4c2c-8505-73091bc99a59 · outbound

This paper cites Prompt Compression in the Wild: Measuring Latency, Rate Adherence, and Quality for Faster LLM Inference.

Merlin: Deterministic Byte-Exact Deduplication for Lossless Context Optimization in Large Language Model Inference Prompt Compression in the Wild: Measuring Latency, Rate Adherence, and Quality for Faster LLM Inference

Reference 14

Resolution
verified exact
local_arxiv, observed 2026-05-12T06:31:28.994381Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-12T04:11:02.387702Z digest=sha256:e3d4a56fb2441f903cea42963070a73d7d755b7ec71bf508909ad68a28fff87d

Observation 53baad14-d3b3-43ca-bc7e-b2b3b40d38da · outbound

This paper cites Udayashankar, A.

Merlin: Deterministic Byte-Exact Deduplication for Lossless Context Optimization in Large Language Model Inference Udayashankar, A

Reference 15

Resolution
verified exact
arxiv_id, observed 2026-05-12T06:31:28.897404Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-12T04:11:02.387702Z digest=sha256:fd5fd4e7fd84ebebe8c8ba3f6698cb5be04b5e9896efaf6f6b54f0920629f645

Observation 5dee1db0-a127-4638-91cc-5fd95b8faad8 · outbound

This paper cites an unresolved cited work.

Merlin: Deterministic Byte-Exact Deduplication for Lossless Context Optimization in Large Language Model Inference Unresolved cited work

Reference 16

Resolution
unresolved
raw_fallback, observed 2026-05-12T16:16:41.450731Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-12T04:11:02.387702Z digest=sha256:24c5bcaff8aa6ab8e009f07c622c0c82c4726f77a6eab37e926117eb48a087c7

Observation ff53a8fc-598b-46f9-ba50-a1721848ede5 · outbound

This paper cites an unresolved cited work.

Merlin: Deterministic Byte-Exact Deduplication for Lossless Context Optimization in Large Language Model Inference Unresolved cited work

Reference 17

Resolution
unresolved
raw_fallback, observed 2026-05-12T16:16:41.446820Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-12T04:11:02.387702Z digest=sha256:3241cd7811599931c3df99d334bca5715c2eaf136e978de328ae76319e6b35c0

Observation 29966568-3a1f-4535-bf39-7f2d15b81956 · outbound

This paper cites Don ’t Maintain Twice, It’s Alright: Merged Metadata Management in Deduplication File System with GogetaFS.

Merlin: Deterministic Byte-Exact Deduplication for Lossless Context Optimization in Large Language Model Inference Don ’t Maintain Twice, It’s Alright: Merged Metadata Management in Deduplication File System with GogetaFS

Reference 18

Resolution
verified fuzzy
raw_fallback, observed 2026-05-12T16:16:41.428007Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-12T04:11:02.387702Z digest=sha256:7de98b3a8d6771fe21db3268a1792c9a9f7762b93bda9c0db27e16a38b1799d7

Observation 38160899-be6e-45a8-b6c6-6f7b269ef532 · outbound

This paper cites Chursin, L.

Merlin: Deterministic Byte-Exact Deduplication for Lossless Context Optimization in Large Language Model Inference Chursin, L

Reference 19

Resolution
verified exact
arxiv_id, observed 2026-05-12T06:31:28.962837Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-12T04:11:02.387702Z digest=sha256:b640c25910d559b2ea9c2cb8050ca84082f54ed1538e38b3cb9dcd98505b0020

Observation 5864501d-291d-49f2-a1d4-30ae0ff087c7 · outbound

This paper cites Zipllm: Efficient llm storage via model-aware synergistic data deduplication and compression.

Merlin: Deterministic Byte-Exact Deduplication for Lossless Context Optimization in Large Language Model Inference Zipllm: Efficient llm storage via model-aware synergistic data deduplication and compression

Reference 20

Resolution
verified exact
arxiv_id, observed 2026-05-12T06:31:28.875586Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-12T04:11:02.387702Z digest=sha256:e0608a7ff9c7ee11c1e250e5b0b78e19b539dae9b85d8e4d54ee1e77b062084c

Observation 88948b69-40a1-4e39-b6a1-85ad12031404 · outbound

This paper cites an unresolved cited work.

Merlin: Deterministic Byte-Exact Deduplication for Lossless Context Optimization in Large Language Model Inference Unresolved cited work

Reference 21

Resolution
unresolved
raw_fallback, observed 2026-05-12T16:16:41.436178Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-12T04:11:02.387702Z digest=sha256:0934136e5aec105430ebb83d24876754c82d013ae8889c6c4a88387e0c1c8cb2

Observation 5bc0c6b3-9ae2-4f38-9bb1-8481af501f59 · outbound

This paper cites Bronson et al.

Merlin: Deterministic Byte-Exact Deduplication for Lossless Context Optimization in Large Language Model Inference Bronson et al

Reference 22

Resolution
verified fuzzy
raw_fallback, observed 2026-05-12T16:16:41.439485Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-12T04:11:02.387702Z digest=sha256:7ec17b0657f4ecedeb7c5f21f4d623f68f030ba462bff08d8f5de5cbad924389

Observation 1ab4571b-9b95-475b-92c8-414a1875d77a · outbound

This paper cites Verbitski et al.

Merlin: Deterministic Byte-Exact Deduplication for Lossless Context Optimization in Large Language Model Inference Verbitski et al

Reference 23

Resolution
verified fuzzy
raw_fallback, observed 2026-05-12T16:16:41.461220Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-12T04:11:02.387702Z digest=sha256:6121a016e537619fbbc9dadbbe46a8b61d4fc3d2876465e2f5354b0d936b2745

Observation dcee8636-a82a-4a06-9a07-ca1ba335017f · outbound

This paper cites an unresolved cited work.

Merlin: Deterministic Byte-Exact Deduplication for Lossless Context Optimization in Large Language Model Inference Unresolved cited work

Reference 24

Resolution
unresolved
raw_fallback, observed 2026-05-12T16:16:41.458163Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-12T04:11:02.387702Z digest=sha256:758bb82d9d8353a6a10ce68b47b56b6da5074fdee2221d3adb09f616667b2402

Observation 80c1db59-57f5-4e61-9f7f-c9122038db97 · outbound

This paper cites The FineWeb Datasets: Decanting the Web for the Finest Text Data at Scale.

Merlin: Deterministic Byte-Exact Deduplication for Lossless Context Optimization in Large Language Model Inference The FineWeb Datasets: Decanting the Web for the Finest Text Data at Scale

Reference 25

Resolution
verified exact
arxiv_id, observed 2026-05-13T04:36:45.776658Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-12T04:11:02.387702Z digest=sha256:edbbb44b40f6f12a0bf955c0bd88d02833a2a7bbc047d00563f305f28d466386

Observation de158180-de0c-478f-bc32-b98aaae5bf2a · outbound

This paper cites an unresolved cited work.

Merlin: Deterministic Byte-Exact Deduplication for Lossless Context Optimization in Large Language Model Inference Unresolved cited work

Reference 26

Resolution
unresolved
raw_fallback, observed 2026-05-12T16:16:41.432623Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-12T04:11:02.387702Z digest=sha256:050732437230a0984a2b6c8e680ae08522b941e99608f79869fa11471ceb1c93

Observation 2b0fe67f-2b90-46fe-bec4-c37757e30173 · outbound

This paper cites an unresolved cited work.

Merlin: Deterministic Byte-Exact Deduplication for Lossless Context Optimization in Large Language Model Inference Unresolved cited work

Reference 27

Resolution
unresolved
raw_fallback, observed 2026-05-12T16:16:41.454047Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-12T04:11:02.387702Z digest=sha256:849d4492eebafb57e648a1b973a18b4986748df1b596a299aa8effe840e77ae8

Observation b6e185ab-cd6e-44ec-8a95-a3f5e27e8ab0 · outbound

This paper cites unique={len(unique)} duplicate={total - len(unique)}.

Merlin: Deterministic Byte-Exact Deduplication for Lossless Context Optimization in Large Language Model Inference unique={len(unique)} duplicate={total - len(unique)}

Reference 28

Resolution
verified fuzzy
raw_fallback, observed 2026-05-12T16:16:41.443209Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-12T04:11:02.387702Z digest=sha256:7adbbb038e59286c5c4d6d9223653b2d0f1f14917dff84ef8de0a2a9bbe0ea69

Pith citing papers

Observation 0d19c8ef-1365-4605-88ae-b3ed6e986b9f · inbound

Smarter and Cheaper at Once: Byte-Exact KV-Cache Grafting Turns a Frozen Small Model into a Verified-Knowledge Flywheel cites this paper.

Smarter and Cheaper at Once: Byte-Exact KV-Cache Grafting Turns a Frozen Small Model into a Verified-Knowledge Flywheel Merlin: Deterministic Byte-Exact Deduplication for Lossless Context Optimization in Large Language Model Inference

Reference 2025

Resolution
unresolved
no resolver link, observed 2026-08-02T02:10:49.607668Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T02:10:49.607668Z digest=sha256:b5ad09d4aa4073da8e09a96f57674a180e52f36f6eb1283b8de0f390faf36216