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Paper Citation Record · LEDGER

Text-to-SQL for Enterprise Data Analytics

As of 9 August 2026, this Paper Citation Record lists 38 of 38 outbound references and 0 inbound Pith citation observations for arXiv:2507.14372.

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

pith.paper-citation-record.v1
2507.14372 v1

Coverage vector

measured 38 of 38 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T16:09:55.841176Z

measured 38 of 38 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+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

38 of 38 outbound references displayed

  • verified exact1
  • verified fuzzy1
  • unresolved35
  • parse uncertain0
  • malformed identifier1
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 67cfd74f-ebb1-4d6c-99dc-171b84ce16c1 · outbound

This paper cites an unresolved cited work.

Text-to-SQL for Enterprise Data Analytics Unresolved cited work

Reference 1

Resolution
unresolved
raw_fallback, observed 2026-08-06T16:09:56.214787Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T16:09:52.841466Z digest=sha256:11e401ebff4a51edcedfdb7ee7d7a46a49af562c41f179be08af7dbcabddf0f9

Observation 502fa01c-dc38-4145-a219-430211a26f3a · outbound

This paper cites an unresolved cited work.

Text-to-SQL for Enterprise Data Analytics Unresolved cited work

Reference 2

Resolution
unresolved
raw_fallback, observed 2026-08-06T16:09:56.205307Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T16:09:52.897343Z digest=sha256:6dedaa89bf13dc4b0b71a49f55d863d5b158c0668683762e829852be4b325e2a

Observation 596fd718-77b7-48c8-ac58-2cb03ab48946 · outbound

This paper cites Venkatesh Emani, Vivek Pandit, Victor Shnayder, Wenjing Wang, and Carlo Curino.

Text-to-SQL for Enterprise Data Analytics Venkatesh Emani, Vivek Pandit, Victor Shnayder, Wenjing Wang, and Carlo Curino

Reference 3

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T16:09:56.195841Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T16:09:52.991813Z digest=sha256:850d66fd6ade0df8c4615988975d1970cd1ce636925126128fd9e3a033f9011f

Observation be9d1eb3-2ebe-4619-a900-0c98eb844b61 · outbound

This paper cites an unresolved cited work.

Text-to-SQL for Enterprise Data Analytics Unresolved cited work

Reference 4

Resolution
unresolved
raw_fallback, observed 2026-08-06T16:09:56.184791Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T16:09:53.080994Z digest=sha256:d42481717ec0dc06137e7919f4d3048136abc0a6d5d857197a9502a04e3ecc51

Observation c6c00979-cf4c-4d42-a9c2-acde5cb65df5 · outbound

This paper cites an unresolved cited work.

Text-to-SQL for Enterprise Data Analytics Unresolved cited work

Reference 5

Resolution
unresolved
raw_fallback, observed 2026-08-06T16:09:56.173915Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T16:09:53.204248Z digest=sha256:bbb5108d8046faf5244efb6368b9d59bcf57c6ea4c38620e101db22376ec6d87

Observation 2aee3a0e-bd91-4623-b8ec-59a2f952918e · outbound

This paper cites Text-to-SQL Empowered by Large Language Models: A Benchmark Evaluation.

Text-to-SQL for Enterprise Data Analytics Text-to-SQL Empowered by Large Language Models: A Benchmark Evaluation

Reference 6

Resolution
unresolved
no resolver link, observed 2026-08-06T16:09:53.264432Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T16:09:53.264432Z digest=sha256:174a260ab18c2ec771c01b20899fe22e289b73faf65940e668d9f341c809f96f

Observation 434b120e-df79-4495-9632-05c7283f7758 · outbound

This paper cites an unresolved cited work.

Text-to-SQL for Enterprise Data Analytics Unresolved cited work

Reference 7

Resolution
unresolved
raw_fallback, observed 2026-08-06T16:09:56.163590Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T16:09:53.329983Z digest=sha256:1110f3c8ec8988cdbff50f8d6689ce345b6b11603edfb0cb910ecb53a6abff94

Observation 0b57765a-2a7b-4611-bf20-e0d2aedf293d · outbound

This paper cites an unresolved cited work.

Text-to-SQL for Enterprise Data Analytics Unresolved cited work

Reference 8

Resolution
malformed identifier
no resolver link, observed 2026-08-06T16:09:53.414091Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T16:09:53.414091Z digest=sha256:9a555b2b9e3d47dee0afc10ee79f9cb073f39dd96aa3cb9bd675009fa3b8bc6f

Observation 55c6c97d-6bbe-40b9-8460-211288b871a1 · outbound

This paper cites Query Expansion by Prompting Large Language Models.

Text-to-SQL for Enterprise Data Analytics Query Expansion by Prompting Large Language Models

Reference 9

Resolution
unresolved
no resolver link, observed 2026-08-06T16:09:53.509843Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T16:09:53.509843Z digest=sha256:243e0bc2bdb0864315d44db04b7b0ac01ff30cd223b414ce3e6d962b41662701

Observation 1581b1d7-0b7e-4d88-acaa-c77781f66d8f · outbound

This paper cites an unresolved cited work.

Text-to-SQL for Enterprise Data Analytics Unresolved cited work

Reference 10

Resolution
unresolved
raw_fallback, observed 2026-08-06T16:09:56.153097Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T16:09:53.575731Z digest=sha256:eedc0c9035f22f3cb0e5acab0cd74fd639a22f31388c06b275fef6ded27c562a

Observation bdb891d3-3d24-47cf-9d2f-1b54432c2bd7 · outbound

This paper cites an unresolved cited work.

Text-to-SQL for Enterprise Data Analytics Unresolved cited work

Reference 11

Resolution
unresolved
raw_fallback, observed 2026-08-06T16:09:56.142791Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T16:09:53.644142Z digest=sha256:32d9a9b8d8a98b0afea3527b89a59f040bf2fb743240236f3bdb4b34d777f872

Observation c4335bbd-247f-4aac-a086-e77b7740d6c3 · outbound

This paper cites an unresolved cited work.

Text-to-SQL for Enterprise Data Analytics Unresolved cited work

Reference 12

Resolution
unresolved
raw_fallback, observed 2026-08-06T16:09:56.131556Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T16:09:53.724090Z digest=sha256:067580f87909a9b73b0b63090ab91dfd6f6abbb580f8b56b0256b7d515ac9872

Observation 0564bbaa-4796-44e5-b696-4bba1ff840d6 · outbound

This paper cites MCS-SQL: Leveraging Multiple Prompts and Multiple-Choice Selection For Text-to-SQL Generation.

Text-to-SQL for Enterprise Data Analytics MCS-SQL: Leveraging Multiple Prompts and Multiple-Choice Selection For Text-to-SQL Generation

Reference 13

Resolution
unresolved
no resolver link, observed 2026-08-06T16:09:53.807366Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T16:09:53.807366Z digest=sha256:ce2055083633e6f75880b508bd20fd17652228eaaf7d75f64714198a6f4ae7ea

Observation 9897b54d-9cd0-4695-9735-b3970a664fb3 · outbound

This paper cites Spider 2.0: Evaluating Language Models on Real-World Enterprise Text-to-SQL Workflows.

Text-to-SQL for Enterprise Data Analytics Spider 2.0: Evaluating Language Models on Real-World Enterprise Text-to-SQL Workflows

Reference 14

Resolution
unresolved
no resolver link, observed 2026-08-06T16:09:53.902437Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T16:09:53.902437Z digest=sha256:d0ec8e4137ded566e028317981d80d6989c13352872c499f7714f882cd8677fe

Observation c6d50e7a-9ef4-40be-b9ff-1fdb1bb2f0a3 · outbound

This paper cites Can LLM Already Serve as A Database Interface? A BIg Bench for Large-Scale Database Grounded Text-to-SQLs.

Text-to-SQL for Enterprise Data Analytics Can LLM Already Serve as A Database Interface? A BIg Bench for Large-Scale Database Grounded Text-to-SQLs

Reference 15

Resolution
unresolved
no resolver link, observed 2026-08-06T16:09:53.965277Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T16:09:53.965277Z digest=sha256:f0bb94b433c2b9dae4d16314058ddb2a8449086f5e582da8205fdead8cf81733

Observation 71624574-06cb-4d2b-82b5-da5c71410fbf · outbound

This paper cites an unresolved cited work.

Text-to-SQL for Enterprise Data Analytics Unresolved cited work

Reference 16

Resolution
unresolved
no resolver link, observed 2026-08-06T16:09:54.061346Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T16:09:54.061346Z digest=sha256:837d8b8a47afecc94cded2406a85f84b7842ad154566b938e5e8f1887e3b1f2c

Observation cee2eff5-e321-4f4f-beab-60cf113bc697 · outbound

This paper cites an unresolved cited work.

Text-to-SQL for Enterprise Data Analytics Unresolved cited work

Reference 17

Resolution
unresolved
raw_fallback, observed 2026-08-06T16:09:56.114512Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T16:09:54.251307Z digest=sha256:8fe2d7e5bab15134569f09eb28a0e43f9f641cf709c830cd1326b211cb39fbcf

Observation 47741636-ae45-444a-91be-f95eeed3da46 · outbound

This paper cites an unresolved cited work.

Text-to-SQL for Enterprise Data Analytics Unresolved cited work

Reference 18

Resolution
unresolved
raw_fallback, observed 2026-08-06T16:09:56.104220Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T16:09:54.344859Z digest=sha256:2c28ff286148647ed088a7d2f1266ecd2c42aa3f18ae5f0b4cc26bb2e7d0e6a1

Observation ee318ae8-38b5-496c-9059-412db724b9c8 · outbound

This paper cites an unresolved cited work.

Text-to-SQL for Enterprise Data Analytics Unresolved cited work

Reference 19

Resolution
unresolved
raw_fallback, observed 2026-08-06T16:09:56.093203Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T16:09:54.411014Z digest=sha256:6fbf2e05a92be6ca855913fb2f5620a9484642b69248289508091b70dafe70fc

Observation 038e2353-8982-4f2c-9d37-e21186d315e2 · outbound

This paper cites an unresolved cited work.

Text-to-SQL for Enterprise Data Analytics Unresolved cited work

Reference 20

Resolution
unresolved
no resolver link, observed 2026-08-06T16:09:54.504865Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T16:09:54.504865Z digest=sha256:e62f2198ee8f638dc60fba165ddbb03738038901d4373e0bac886ef73de36bc8

Observation 50e7a613-16d0-4ad4-9f3c-84c25ee5f2a6 · outbound

This paper cites an unresolved cited work.

Text-to-SQL for Enterprise Data Analytics Unresolved cited work

Reference 21

Resolution
unresolved
raw_fallback, observed 2026-08-06T16:09:56.075635Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T16:09:54.599667Z digest=sha256:f5739eb20cae2ce3287426c63b0beabf6a1fa86d096470765f6b55e728e9a7f9

Observation 5204a214-7b0f-458e-a5e0-c49f1a8e7ba4 · outbound

This paper cites an unresolved cited work.

Text-to-SQL for Enterprise Data Analytics Unresolved cited work

Reference 22

Resolution
unresolved
no resolver link, observed 2026-08-06T16:09:54.690973Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T16:09:54.690973Z digest=sha256:ccc779e744df7f9151f2bcf81ec622c58c421a157167c4cd4e755a993780c768

Observation bf81334c-7b80-4c81-8474-c0b784c67970 · outbound

This paper cites an unresolved cited work.

Text-to-SQL for Enterprise Data Analytics Unresolved cited work

Reference 23

Resolution
unresolved
no resolver link, observed 2026-08-06T16:09:54.911105Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T16:09:54.911105Z digest=sha256:eff0d397b3e08af2b903c23a67518406710d048c744589e67730735b02a2f750

Observation 77535e19-59c4-49fc-86cd-74bdb5c1eb82 · outbound

This paper cites DIN-SQL: Decomposed In-Context Learning of Text-to-SQL with Self-Correction.

Text-to-SQL for Enterprise Data Analytics DIN-SQL: Decomposed In-Context Learning of Text-to-SQL with Self-Correction

Reference 24

Resolution
unresolved
no resolver link, observed 2026-08-06T16:09:55.187836Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T16:09:55.187836Z digest=sha256:6664749572218ae2d3c0639de19b2e3be3e6d2206bc7fa2af116653d1612d062

Observation a99696a7-b364-4d37-b076-d52fbff22780 · outbound

This paper cites CHASE-SQL: Multi-Path Reasoning and Preference Optimized Candidate Selection in Text-to-SQL.

Text-to-SQL for Enterprise Data Analytics CHASE-SQL: Multi-Path Reasoning and Preference Optimized Candidate Selection in Text-to-SQL

Reference 25

Resolution
unresolved
no resolver link, observed 2026-08-06T16:09:55.086588Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T16:09:55.086588Z digest=sha256:44464f6424bc62ca476ba1c74e8e028b9efe66840b390ab8a25c8136fcbe98f9

Observation d6488c59-7b19-4457-a5eb-e88e2e4a0938 · outbound

This paper cites CHESS: Contextual Harnessing for Efficient SQL Synthesis.

Text-to-SQL for Enterprise Data Analytics CHESS: Contextual Harnessing for Efficient SQL Synthesis

Reference 26

Resolution
unresolved
no resolver link, observed 2026-08-06T16:09:55.577279Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T16:09:55.577279Z digest=sha256:fa878520a50d00bb8f3de998d530804cc235f4ff6d5ec62e969c000bf895be14

Observation d5134f86-d211-482b-b0a1-6208b8ca8018 · outbound

This paper cites an unresolved cited work.

Text-to-SQL for Enterprise Data Analytics Unresolved cited work

Reference 27

Resolution
unresolved
raw_fallback, observed 2026-08-06T16:09:56.052206Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T16:09:55.410644Z digest=sha256:3003d65ffb3eba5e5339af0b6fc65c12b6985f236722030538ec7bfb2f86cb0a

Observation 80404d40-7035-47d0-9bc4-618d436ad98f · outbound

This paper cites an unresolved cited work.

Text-to-SQL for Enterprise Data Analytics Unresolved cited work

Reference 28

Resolution
unresolved
raw_fallback, observed 2026-08-06T16:09:56.031320Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T16:09:55.815565Z digest=sha256:6d3839439fcd173625316a77bef6e6c79b2665e9558946d603b446500979ddd5

Observation 74446201-a7a1-48e5-8efa-5724ce6c59d8 · outbound

This paper cites an unresolved cited work.

Text-to-SQL for Enterprise Data Analytics Unresolved cited work

Reference 29

Resolution
unresolved
raw_fallback, observed 2026-08-06T16:09:56.041539Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T16:09:55.739538Z digest=sha256:5a26ebcd42a02ebe7bc562b46be677f8c1ab235450532d81255c413239592c8c

Observation fe4cea5e-6026-405d-bae6-53ada57c5391 · outbound

This paper cites Text Embeddings by Weakly-Supervised Contrastive Pre-training.

Text-to-SQL for Enterprise Data Analytics Text Embeddings by Weakly-Supervised Contrastive Pre-training

Reference 30

Resolution
unresolved
no resolver link, observed 2026-08-06T16:09:55.821518Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T16:09:55.821518Z digest=sha256:08c4a84d37af857d17ff8f6374ec8c732b92ce9e3807224c041d18c3d5b439b9

Observation 57a543ab-e4be-434a-bcfa-30d6f94d5ca2 · outbound

This paper cites an unresolved cited work.

Text-to-SQL for Enterprise Data Analytics Unresolved cited work

Reference 31

Resolution
unresolved
raw_fallback, observed 2026-08-06T16:09:56.020858Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T16:09:55.818846Z digest=sha256:c4adbae86f420c4ee8b747826f7bc1eb1071c9beb5256cf082706691a344274a

Observation 1b443e17-99ee-49dd-8dfb-bc189db36ea4 · outbound

This paper cites an unresolved cited work.

Text-to-SQL for Enterprise Data Analytics Unresolved cited work

Reference 32

Resolution
unresolved
no resolver link, observed 2026-08-06T16:09:55.828994Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T16:09:55.828994Z digest=sha256:0dec54dfd070505da1d1868f01945ede1f738f4677451435dc5a287a609b18c2

Observation 36ba1a63-7961-4489-a21b-14fb0419ad42 · outbound

This paper cites an unresolved cited work.

Text-to-SQL for Enterprise Data Analytics Unresolved cited work

Reference 33

Resolution
unresolved
no resolver link, observed 2026-08-06T16:09:55.826158Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T16:09:55.826158Z digest=sha256:49018beec3fe3f22f986cc0c4894896177064a2b9ac2b5930413da20de2673d2

Observation 6782b7ee-9b47-48bd-9721-d8b6bab98b3d · outbound

This paper cites Judging LLM-as-a-Judge with MT-Bench and Chatbot Arena.

Text-to-SQL for Enterprise Data Analytics Judging LLM-as-a-Judge with MT-Bench and Chatbot Arena

Reference 34

Resolution
unresolved
no resolver link, observed 2026-08-06T16:09:55.838257Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T16:09:55.838257Z digest=sha256:5cf06258edf71140ee693049e66ce1e6e82eb002ea6dd26bfa5b6b39c321bd68

Observation 0deaba27-268b-4b24-8a56-025187d9b49e · outbound

This paper cites an unresolved cited work.

Text-to-SQL for Enterprise Data Analytics Unresolved cited work

Reference 35

Resolution
unresolved
no resolver link, observed 2026-08-06T16:09:55.832341Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T16:09:55.832341Z digest=sha256:be295bd57c8a7200c6f41d0a9d7f8f055f3cbcaf4ce2d44abdb2e36d78ce06f8

Observation 1e76533f-0b91-4553-a94e-4c0358d5bbde · outbound

This paper cites Fix with AI.

Text-to-SQL for Enterprise Data Analytics Fix with AI

Reference 38

Resolution
verified exact
doi, observed 2026-08-06T16:09:55.867499Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T16:09:55.841176Z digest=sha256:9519116c5e932dcbbbac7fdc620d392a80e10f268a129f8a3ecd6809d9e539ae

Observation 097acb0c-2b1d-45b1-84cb-635f463df06b · outbound

This paper cites In EMNLP:2018:1, Ellen Riloff, David Chiang, Julia Hockenmaier, and Jun’ichi Tsujii (Eds.).

Text-to-SQL for Enterprise Data Analytics In EMNLP:2018:1, Ellen Riloff, David Chiang, Julia Hockenmaier, and Jun’ichi Tsujii (Eds.)

Reference 2018

Resolution
unresolved
no resolver link, observed 2026-08-06T16:09:55.835367Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T16:09:55.835367Z digest=sha256:66c2e811365de8c9adf2d73d256f0ef851770256dcd65996fe42819e613c10fe

Observation c75fcb50-5261-4243-9f97-87c6cf79044e · outbound

This paper cites The Death of Schema Linking? Text-to-SQL in the Age of Well-Reasoned Language Models.

Text-to-SQL for Enterprise Data Analytics The Death of Schema Linking? Text-to-SQL in the Age of Well-Reasoned Language Models

Reference 2024

Resolution
unresolved
no resolver link, observed 2026-08-06T16:09:54.153309Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T16:09:54.153309Z digest=sha256:b816bdebd2c31f154938f62759f614adb1da866337bfb7d0c01e677a98d90cb5

Pith citing papers

No inbound Pith citation observations are available.