Pith. sign in

Paper Citation Record · LEDGER

Gene-R1: Reasoning with Data-Augmented Lightweight LLMs for Gene Set Analysis

As of 19 August 2026, this Paper Citation Record lists 40 of 40 outbound references and 0 inbound Pith citation observations for arXiv:2509.10575.

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

pith.paper-citation-record.v1
2509.10575 v1

Coverage vector

measured 40 of 40 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-04T18:49:01.866423Z

measured 40 of 40 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-19T06:32:44.657259+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

40 of 40 outbound references displayed

  • verified exact0
  • verified fuzzy0
  • unresolved40
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation a969a4f3-a10e-4fcd-a352-6371e233c62d · outbound

This paper cites an unresolved cited work.

Gene-R1: Reasoning with Data-Augmented Lightweight LLMs for Gene Set Analysis Unresolved cited work

Reference 1

Resolution
unresolved
no resolver link, observed 2026-08-04T18:48:55.245012Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T18:48:55.245012Z digest=sha256:a085cd1754980ff14603f489d6991479454be67ea3ff436ff457761d6c459744

Observation 2bce98b4-5d56-4ac0-b042-f38089ac63f2 · outbound

This paper cites an unresolved cited work.

Gene-R1: Reasoning with Data-Augmented Lightweight LLMs for Gene Set Analysis Unresolved cited work

Reference 2

Resolution
unresolved
no resolver link, observed 2026-08-04T18:48:55.344490Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T18:48:55.344490Z digest=sha256:b55475c90ba17c1ade4b49c8a92ad245b0564f40ad64dcc382c83c278649b2a8

Observation ff302772-3fb7-4690-b689-343978bf2dae · outbound

This paper cites an unresolved cited work.

Gene-R1: Reasoning with Data-Augmented Lightweight LLMs for Gene Set Analysis Unresolved cited work

Reference 3

Resolution
unresolved
no resolver link, observed 2026-08-04T18:48:55.483102Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T18:48:55.483102Z digest=sha256:660254ce0ed9bf68bee7e3ca7394455c7972d9beb64583307b4ba707c9886be8

Observation 62e40044-4aff-4390-94ac-59e34486fe38 · outbound

This paper cites an unresolved cited work.

Gene-R1: Reasoning with Data-Augmented Lightweight LLMs for Gene Set Analysis Unresolved cited work

Reference 4

Resolution
unresolved
no resolver link, observed 2026-08-04T18:48:55.691799Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T18:48:55.691799Z digest=sha256:d8da2f4c322c9a9335c5b9b89980d6c6af16f1844a4c24e7209a551ff0eca7b7

Observation dc019283-79da-42bf-b68d-3303f1ac6938 · outbound

This paper cites an unresolved cited work.

Gene-R1: Reasoning with Data-Augmented Lightweight LLMs for Gene Set Analysis Unresolved cited work

Reference 5

Resolution
unresolved
no resolver link, observed 2026-08-04T18:48:55.827430Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T18:48:55.827430Z digest=sha256:7432a53f97cff32da5b6a08944b75971a194c02427d18115de81e2b20ac53a4b

Observation df222f29-a41f-45ad-9cd0-6473ae33f81c · outbound

This paper cites an unresolved cited work.

Gene-R1: Reasoning with Data-Augmented Lightweight LLMs for Gene Set Analysis Unresolved cited work

Reference 6

Resolution
unresolved
no resolver link, observed 2026-08-04T18:48:55.953636Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T18:48:55.953636Z digest=sha256:51ebfba58e94a445367414d15896e6d623845b098ad55e3cd792129cf2616f5c

Observation 02327807-6275-4889-8b0d-525d772dc17a · outbound

This paper cites an unresolved cited work.

Gene-R1: Reasoning with Data-Augmented Lightweight LLMs for Gene Set Analysis Unresolved cited work

Reference 7

Resolution
unresolved
no resolver link, observed 2026-08-04T18:48:56.166781Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T18:48:56.166781Z digest=sha256:909470cc18ea57d0bb684f9a6e3a6ba6c72e29bad7446c458f734ed4a5242604

Observation 86e53841-9d3a-4316-97f3-29d930b66d7a · outbound

This paper cites an unresolved cited work.

Gene-R1: Reasoning with Data-Augmented Lightweight LLMs for Gene Set Analysis Unresolved cited work

Reference 8

Resolution
unresolved
no resolver link, observed 2026-08-04T18:48:56.366979Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T18:48:56.366979Z digest=sha256:3eae1ca7a35876166f17a74bedf52c7148f85e5590fe61a1c78abd8a87bf369e

Observation 5c48abb3-9cbf-4956-8b2e-2a2017b9c983 · outbound

This paper cites an unresolved cited work.

Gene-R1: Reasoning with Data-Augmented Lightweight LLMs for Gene Set Analysis Unresolved cited work

Reference 9

Resolution
unresolved
no resolver link, observed 2026-08-04T18:48:56.491517Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T18:48:56.491517Z digest=sha256:d00e1a307a8a6435372ce081c818f3810d6a85f5bb307b075533ea0299fbf08b

Observation b641b337-5d47-4315-afbd-928bf37c8f14 · outbound

This paper cites an unresolved cited work.

Gene-R1: Reasoning with Data-Augmented Lightweight LLMs for Gene Set Analysis Unresolved cited work

Reference 10

Resolution
unresolved
no resolver link, observed 2026-08-04T18:48:56.698320Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T18:48:56.698320Z digest=sha256:0163188b0c532f334996236b8a6bb70db390aeec631b1ba3a90aac3ab040ce47

Observation 2bb5b29c-62dc-44a1-9b82-23c0a1270e95 · outbound

This paper cites DeepSeek-V3 Technical Report.

Gene-R1: Reasoning with Data-Augmented Lightweight LLMs for Gene Set Analysis DeepSeek-V3 Technical Report

Reference 11

Resolution
unresolved
no resolver link, observed 2026-08-04T18:48:56.826530Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T18:48:56.826530Z digest=sha256:0f36b6e18a01774a0b807562729a77c20d43cd5e4f89062a0221f7ddf94e9b33

Observation f6de14a0-8c3c-4d9f-8122-411a12bff687 · outbound

This paper cites OpenAI o1 System Card.

Gene-R1: Reasoning with Data-Augmented Lightweight LLMs for Gene Set Analysis OpenAI o1 System Card

Reference 12

Resolution
unresolved
no resolver link, observed 2026-08-04T18:48:57.031639Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T18:48:57.031639Z digest=sha256:d177a7c3edfc4291c621851f0a5f04b42fcfc841b8d1e7f766cc249223bd55e0

Observation 7d10c08a-7b60-433a-9b55-4d4673dad54a · outbound

This paper cites Ensuring Safety and Trust: Analyzing the Risks of Large Language Models in Medicine.

Gene-R1: Reasoning with Data-Augmented Lightweight LLMs for Gene Set Analysis Ensuring Safety and Trust: Analyzing the Risks of Large Language Models in Medicine

Reference 13

Resolution
unresolved
no resolver link, observed 2026-08-04T18:48:57.241906Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T18:48:57.241906Z digest=sha256:628aa479812eff1806017b77edd81bdfa446039beb70b8fdbb4068f5d3b94a76

Observation a5a5d1b8-dea6-4c57-b57d-142c8c8562aa · outbound

This paper cites an unresolved cited work.

Gene-R1: Reasoning with Data-Augmented Lightweight LLMs for Gene Set Analysis Unresolved cited work

Reference 14

Resolution
unresolved
no resolver link, observed 2026-08-04T18:48:57.429877Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T18:48:57.429877Z digest=sha256:49e75f5e7da5bd1799dfa80348bf34f42d8cbd5af53db2c4a2fb3de50ded4b7d

Observation 4a7b16cc-72cd-4fe9-866e-2709309cbdc7 · outbound

This paper cites an unresolved cited work.

Gene-R1: Reasoning with Data-Augmented Lightweight LLMs for Gene Set Analysis Unresolved cited work

Reference 15

Resolution
unresolved
no resolver link, observed 2026-08-04T18:48:57.578256Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T18:48:57.578256Z digest=sha256:ea78bed9106274d32597078a3012647264fce187b560d14c576a3683a46b739c

Observation e8130233-b89f-4f30-ba84-b90345c91fb6 · outbound

This paper cites Online DPO: Online Direct Preference Optimization with Fast-Slow Chasing.

Gene-R1: Reasoning with Data-Augmented Lightweight LLMs for Gene Set Analysis Online DPO: Online Direct Preference Optimization with Fast-Slow Chasing

Reference 16

Resolution
unresolved
no resolver link, observed 2026-08-04T18:48:57.769300Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T18:48:57.769300Z digest=sha256:02965c456dc2192920eca3919919763de0ae29561e2f5b0e28bbb0b8726bb3bc

Observation b34fd9ac-5359-42ff-b090-8b7daafcdd04 · outbound

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

Gene-R1: Reasoning with Data-Augmented Lightweight LLMs for Gene Set Analysis DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models

Reference 17

Resolution
unresolved
no resolver link, observed 2026-08-04T18:48:58.006648Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T18:48:58.006648Z digest=sha256:319625bfdea90e4b95d6bd67bdbb83559df28efabd64584cd98c707bfb68cdb5

Observation 77bee413-4074-43fa-a385-6ac201ac0077 · outbound

This paper cites an unresolved cited work.

Gene-R1: Reasoning with Data-Augmented Lightweight LLMs for Gene Set Analysis Unresolved cited work

Reference 18

Resolution
unresolved
no resolver link, observed 2026-08-04T18:48:58.175377Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T18:48:58.175377Z digest=sha256:e05f11f11e274caa8adaa296ea758d4c90f79e25ebf932ab05740cec8c8fb50f

Observation bbdd4f3a-f142-4ead-a466-ae1f4859f75d · outbound

This paper cites Injecting Domain-Specific Knowledge into Large Language Models: A Comprehensive Survey.

Gene-R1: Reasoning with Data-Augmented Lightweight LLMs for Gene Set Analysis Injecting Domain-Specific Knowledge into Large Language Models: A Comprehensive Survey

Reference 19

Resolution
unresolved
no resolver link, observed 2026-08-04T18:48:58.299011Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T18:48:58.299011Z digest=sha256:3385d0253f1a73168fab55ccc9c597fa985a66bf7eb7b544a1e0e8107263e32c

Observation 77a98633-642d-4e2b-99bc-03fcf912bbe2 · outbound

This paper cites V., Jones, M.

Gene-R1: Reasoning with Data-Augmented Lightweight LLMs for Gene Set Analysis V., Jones, M

Reference 20

Resolution
unresolved
no resolver link, observed 2026-08-04T18:48:58.463890Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T18:48:58.463890Z digest=sha256:c7f7fe347787bca9cfacfb95cd44ea642ad82394e023ff292a1e587f8b064a00

Observation 1405bc9b-28c7-4b24-9e4d-412eb1ca3342 · outbound

This paper cites Genegpt: Augmenting large language models with domain tools for improved access to biomedical information.

Gene-R1: Reasoning with Data-Augmented Lightweight LLMs for Gene Set Analysis Genegpt: Augmenting large language models with domain tools for improved access to biomedical information

Reference 21

Resolution
unresolved
no resolver link, observed 2026-08-04T18:48:58.654921Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T18:48:58.654921Z digest=sha256:2963cdcbe869ee58c6d16e1e07ec8b489ea23e0f0e5357aaed81dc5049c344eb

Observation 56f07a28-9c4b-4366-934a-f338be558e34 · outbound

This paper cites an unresolved cited work.

Gene-R1: Reasoning with Data-Augmented Lightweight LLMs for Gene Set Analysis Unresolved cited work

Reference 22

Resolution
unresolved
no resolver link, observed 2026-08-04T18:48:58.811811Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T18:48:58.811811Z digest=sha256:5fb031392b4a768e73c974ea0eede02f5e59333a0a707d6fc0e8a246226479eb

Observation e01a863c-7009-4274-8f97-81750cdd71f7 · outbound

This paper cites MedAlpaca -- An Open-Source Collection of Medical Conversational AI Models and Training Data.

Gene-R1: Reasoning with Data-Augmented Lightweight LLMs for Gene Set Analysis MedAlpaca -- An Open-Source Collection of Medical Conversational AI Models and Training Data

Reference 23

Resolution
unresolved
no resolver link, observed 2026-08-04T18:48:58.983514Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T18:48:58.983514Z digest=sha256:abe205a03ecd8d5a7bb6adef70b902394bd91345e8c71059e0d98cd24b6fda05

Observation 025fdf09-bb81-44d0-9aaf-1bb596f0096c · outbound

This paper cites Clinical Camel: An Open Expert-Level Medical Language Model with Dialogue-Based Knowledge Encoding.

Gene-R1: Reasoning with Data-Augmented Lightweight LLMs for Gene Set Analysis Clinical Camel: An Open Expert-Level Medical Language Model with Dialogue-Based Knowledge Encoding

Reference 24

Resolution
unresolved
no resolver link, observed 2026-08-04T18:48:59.145988Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T18:48:59.145988Z digest=sha256:015769b16c1c146a18865ba9a606896a60bb8675388f79002e8256cd43926ab5

Observation 1199c7a7-8294-4a41-83ee-432bcbb57bb0 · outbound

This paper cites an unresolved cited work.

Gene-R1: Reasoning with Data-Augmented Lightweight LLMs for Gene Set Analysis Unresolved cited work

Reference 25

Resolution
unresolved
no resolver link, observed 2026-08-04T18:48:59.305578Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T18:48:59.305578Z digest=sha256:831b03e63c06ca827ddf1ba655f9f3c536c294d19d4bab1040a5fc7261db4cbc

Observation 54b53c84-6c26-4691-aa86-a5f4d4b154f9 · outbound

This paper cites an unresolved cited work.

Gene-R1: Reasoning with Data-Augmented Lightweight LLMs for Gene Set Analysis Unresolved cited work

Reference 26

Resolution
unresolved
no resolver link, observed 2026-08-04T18:48:59.466814Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T18:48:59.466814Z digest=sha256:993d1a4a053c9bb71f6bf33b0d275f148628ca2b63d1f3daca312618042b02ef

Observation 931a8e8e-ad3b-42e9-a1f7-a90113ca7e37 · outbound

This paper cites Cell-o1: Training LLMs to Solve Single-Cell Reasoning Puzzles with Reinforcement Learning.

Gene-R1: Reasoning with Data-Augmented Lightweight LLMs for Gene Set Analysis Cell-o1: Training LLMs to Solve Single-Cell Reasoning Puzzles with Reinforcement Learning

Reference 27

Resolution
unresolved
no resolver link, observed 2026-08-04T18:48:59.629102Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T18:48:59.629102Z digest=sha256:0b8fa1d9b97eb27a1d6b9dcc2a990c88871785d01a5eebb14fca2a42a6aae23b

Observation 4eefdb4c-f992-4100-9306-bb45fd808f32 · outbound

This paper cites an unresolved cited work.

Gene-R1: Reasoning with Data-Augmented Lightweight LLMs for Gene Set Analysis Unresolved cited work

Reference 28

Resolution
unresolved
no resolver link, observed 2026-08-04T18:48:59.828394Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T18:48:59.828394Z digest=sha256:3d50b6069513066b13ca1c667ba396046f04b124c8236541e17813ead2542973

Observation cd3a6642-f6d6-43d7-8b3f-5090a633811e · outbound

This paper cites Annotation of biologically relevant ligands in UniProtKB using ChEBI.

Gene-R1: Reasoning with Data-Augmented Lightweight LLMs for Gene Set Analysis Annotation of biologically relevant ligands in UniProtKB using ChEBI

Reference 29

Resolution
unresolved
no resolver link, observed 2026-08-04T18:49:00.007498Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T18:49:00.007498Z digest=sha256:6a0953ee9bcf7b71dab5ca5a213f718708cec9800e32f3535ab6dba0a25be7e4

Observation 4e00d07f-44f9-438b-8b57-5ffde915d05d · outbound

This paper cites an unresolved cited work.

Gene-R1: Reasoning with Data-Augmented Lightweight LLMs for Gene Set Analysis Unresolved cited work

Reference 30

Resolution
unresolved
no resolver link, observed 2026-08-04T18:49:00.155783Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T18:49:00.155783Z digest=sha256:9aa2faf902863fc47d2f0732b3df6a4d74c988ed1ebca9355d0d1adca7a98820

Observation 8ad97293-4895-4c79-a92e-785ec8fffb58 · outbound

This paper cites an unresolved cited work.

Gene-R1: Reasoning with Data-Augmented Lightweight LLMs for Gene Set Analysis Unresolved cited work

Reference 31

Resolution
unresolved
no resolver link, observed 2026-08-04T18:49:00.320833Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T18:49:00.320833Z digest=sha256:8b239b71cf18238e9e2342a034fc6348b45a01f0df992d41df3d848d62a3da2b

Observation 809d4868-e8ab-4ee2-9995-7fc72938b702 · outbound

This paper cites an unresolved cited work.

Gene-R1: Reasoning with Data-Augmented Lightweight LLMs for Gene Set Analysis Unresolved cited work

Reference 32

Resolution
unresolved
no resolver link, observed 2026-08-04T18:49:00.478819Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T18:49:00.478819Z digest=sha256:94c1e7b1cc38711e78bc858f6df7d59366303f296a2f1344bc72b54b4dac2a54

Observation a2bcb3c0-b8d1-48ab-b141-b67b186b12dc · outbound

This paper cites an unresolved cited work.

Gene-R1: Reasoning with Data-Augmented Lightweight LLMs for Gene Set Analysis Unresolved cited work

Reference 33

Resolution
unresolved
no resolver link, observed 2026-08-04T18:49:00.699540Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T18:49:00.699540Z digest=sha256:9d6e6921cd8e4897320c89b33909bc823b8c3cc65992f8195a60015d4a0a04d8

Observation 88b0c986-997f-4ead-8618-4fb9de89bb63 · outbound

This paper cites an unresolved cited work.

Gene-R1: Reasoning with Data-Augmented Lightweight LLMs for Gene Set Analysis Unresolved cited work

Reference 34

Resolution
unresolved
no resolver link, observed 2026-08-04T18:49:00.907004Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T18:49:00.907004Z digest=sha256:e8bbf55c15c1e1ecb880b1fa9266dd6fdb8ff3498ac8afbacff52272c6279326

Observation 150df6e2-cbb1-4215-bc36-d4d195857e79 · outbound

This paper cites an unresolved cited work.

Gene-R1: Reasoning with Data-Augmented Lightweight LLMs for Gene Set Analysis Unresolved cited work

Reference 35

Resolution
unresolved
no resolver link, observed 2026-08-04T18:49:01.090994Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T18:49:01.090994Z digest=sha256:233b599f1cc421e1d40e7cd31ae9c29adea6dce288242ac00723e71e63dcaa5a

Observation b9192cec-476b-405d-ae1f-eb01cea80d27 · outbound

This paper cites an unresolved cited work.

Gene-R1: Reasoning with Data-Augmented Lightweight LLMs for Gene Set Analysis Unresolved cited work

Reference 36

Resolution
unresolved
no resolver link, observed 2026-08-04T18:49:01.243496Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T18:49:01.243496Z digest=sha256:6da0e5a3ac990f43edc08933fdc8b4599e84f5548fe05efbfb50dc0cc4fae657

Observation a9a3d7aa-533b-4ea0-bbdb-50ff49f53057 · outbound

This paper cites Rouge: A package for automatic evaluation of summaries.

Gene-R1: Reasoning with Data-Augmented Lightweight LLMs for Gene Set Analysis Rouge: A package for automatic evaluation of summaries

Reference 37

Resolution
unresolved
no resolver link, observed 2026-08-04T18:49:01.396949Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T18:49:01.396949Z digest=sha256:c96a1f5d85958b06b639c74dc0b25565a2a75bb1341bb1dff1523f84dacc16e2

Observation 28f89e0a-f13e-4ca6-834a-1ee5272a639a · outbound

This paper cites Sentence -BERT: Sentence Embeddings using Siamese BERT - Networks.

Gene-R1: Reasoning with Data-Augmented Lightweight LLMs for Gene Set Analysis Sentence -BERT: Sentence Embeddings using Siamese BERT - Networks

Reference 38

Resolution
unresolved
no resolver link, observed 2026-08-04T18:49:01.548506Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T18:49:01.548506Z digest=sha256:5dd3f8e12a90982b1f06caae1426c066e27cd5830f94381521b30d0c0f85cc64

Observation cf9cf861-7613-4d29-a116-716f063d2e65 · outbound

This paper cites an unresolved cited work.

Gene-R1: Reasoning with Data-Augmented Lightweight LLMs for Gene Set Analysis Unresolved cited work

Reference 39

Resolution
unresolved
no resolver link, observed 2026-08-04T18:49:01.700129Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T18:49:01.700129Z digest=sha256:80f05f7ec12ec6885efe211a648431bee534b5d8b580c6ad9adad761de525fee

Observation 302b39df-b24c-4412-9f49-45b17205bc13 · outbound

This paper cites LLaMA: Open and Efficient Foundation Language Models.

Gene-R1: Reasoning with Data-Augmented Lightweight LLMs for Gene Set Analysis LLaMA: Open and Efficient Foundation Language Models

Reference 40

Resolution
unresolved
no resolver link, observed 2026-08-04T18:49:01.866423Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T18:49:01.866423Z digest=sha256:3756e68fb3dd5e032d6ed4646ac75317d2c8bfd2ff630cef6441ca2273b505ca

Pith citing papers

No inbound Pith citation observations are available.