Pith. sign in

Paper Citation Record · LEDGER

HyST: LLM-Powered Hybrid Retrieval over Semi-Structured Tabular Data

As of 7 August 2026, this Paper Citation Record lists 18 of 18 outbound references and 1 inbound Pith citation observation for arXiv:2508.18048.

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

pith.paper-citation-record.v1
2508.18048 v1

Coverage vector

measured 18 of 18 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-05T16:42:14.712235Z

measured 19 of 19 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-07-31T21:29:45.626590Z

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

18 of 18 outbound references displayed

  • verified exact0
  • verified fuzzy4
  • unresolved12
  • parse uncertain0
  • malformed identifier1
  • metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 937c693e-fbd0-4d52-a1f4-700417b23a2b · outbound

This paper cites Text2SQL is Not Enough: Unifying AI and Databases with TAG.

HyST: LLM-Powered Hybrid Retrieval over Semi-Structured Tabular Data Text2SQL is Not Enough: Unifying AI and Databases with TAG

Reference 1

Resolution
unresolved
no resolver link, observed 2026-08-05T16:42:11.895741Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T16:42:11.895741Z digest=sha256:445a2bcc41fcaf39f87e2ee56ae9aaf00973efb74a750bc0a34156e2aac22e43

Observation 4caeedcc-328a-4d94-a4ca-f6660654bcf0 · outbound

This paper cites Cormack, Charles L A Clarke, and Stefan Buettcher.

HyST: LLM-Powered Hybrid Retrieval over Semi-Structured Tabular Data Cormack, Charles L A Clarke, and Stefan Buettcher

Reference 2

Resolution
unresolved
no resolver link, observed 2026-08-05T16:42:12.079897Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T16:42:12.079897Z digest=sha256:87cf6318fa063d6625faf0d73cc1f96c8fb2d294a8827135ee464dfb9e421bd7

Observation ada40fb8-46cf-4285-b4cb-b74c83990d2c · outbound

This paper cites Dense Passage Retrieval for Open-Domain Question Answering.

HyST: LLM-Powered Hybrid Retrieval over Semi-Structured Tabular Data Dense Passage Retrieval for Open-Domain Question Answering

Reference 4

Resolution
unresolved
no resolver link, observed 2026-08-05T16:42:12.386357Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T16:42:12.386357Z digest=sha256:ff7f613bdad24615af95c2d378bdfabe0bf23fc9c2e158b5141b05f0682586c4

Observation 96aeb106-0a29-444f-8217-ad81f56c47b0 · outbound

This paper cites SUQL: Conversational Search over Structured and Unstructured Data with Large Language Models.

HyST: LLM-Powered Hybrid Retrieval over Semi-Structured Tabular Data SUQL: Conversational Search over Structured and Unstructured Data with Large Language Models

Reference 5

Resolution
unresolved
no resolver link, observed 2026-08-05T16:42:12.558511Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T16:42:12.558511Z digest=sha256:a33a781c9c359c75fec65f922cd219fe1ec5f28764d080b719e95f0137acddb1

Observation 0f029aed-2013-4f13-976e-978a5bdc8470 · outbound

This paper cites an unresolved cited work.

HyST: LLM-Powered Hybrid Retrieval over Semi-Structured Tabular Data Unresolved cited work

Reference 6

Resolution
unresolved
no resolver link, observed 2026-08-05T16:42:12.721244Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T16:42:12.721244Z digest=sha256:ebea956eda7c9303870f53bec2f03cf18376268c9eb4dfce0fcaa8442f34a3fd

Observation ca86bac1-a42a-4921-8fdb-2ad534ad30d7 · outbound

This paper cites an unresolved cited work.

HyST: LLM-Powered Hybrid Retrieval over Semi-Structured Tabular Data Unresolved cited work

Reference 7

Resolution
malformed identifier
doi_truncated, observed 2026-08-05T16:42:15.022119Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-05T16:42:12.944814Z digest=sha256:512a56d1a6f0cad0ac437bdee727ecc24430915709bbc4264af54afa07dd6ff5

Observation 8d31cc26-cb33-460b-8aef-2a6add9a00b5 · outbound

This paper cites an unresolved cited work.

HyST: LLM-Powered Hybrid Retrieval over Semi-Structured Tabular Data Unresolved cited work

Reference 8

Resolution
unresolved
no resolver link, observed 2026-08-05T16:42:13.064107Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T16:42:13.064107Z digest=sha256:4fb990ad131d5331cb431166b83aa87f2de79f8e38f8175e2d972b863497e1cf

Observation ed5fe254-56c2-4162-9a55-ce26b9f67912 · outbound

This paper cites ColBERTv2: Effective and Efficient Retrieval via Lightweight Late Interaction.

HyST: LLM-Powered Hybrid Retrieval over Semi-Structured Tabular Data ColBERTv2: Effective and Efficient Retrieval via Lightweight Late Interaction

Reference 9

Resolution
unresolved
no resolver link, observed 2026-08-05T16:42:13.204112Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T16:42:13.204112Z digest=sha256:2b406f21ced77f2300a3129aac9658dd506615f27cfd1df68e0d86f4e63ace94

Observation 3989b556-06bd-4a90-8894-68db890321bf · outbound

This paper cites Ioannidis, Karthik Subbian, James Zou, and Jure Leskovec.

HyST: LLM-Powered Hybrid Retrieval over Semi-Structured Tabular Data Ioannidis, Karthik Subbian, James Zou, and Jure Leskovec

Reference 10

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T16:42:19.888692Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-05T16:42:13.372800Z digest=sha256:abb1f67834deddd8f452be18295158333cc16c5b9576feb2c80ff5087e0b86f5

Observation 572e3401-6ddf-4817-a69d-07f4daea1364 · outbound

This paper cites Approximate Nearest Neighbor Negative Contrastive Learning for Dense Text Retrieval.

HyST: LLM-Powered Hybrid Retrieval over Semi-Structured Tabular Data Approximate Nearest Neighbor Negative Contrastive Learning for Dense Text Retrieval

Reference 11

Resolution
unresolved
no resolver link, observed 2026-08-05T16:42:13.765289Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T16:42:13.765289Z digest=sha256:8f9b12c1bd9682af4f7918a7b598077aeaddcf67077f8b40e50ac2ab53eabd8f

Observation f2d94fbd-4576-4191-8560-1624230a2b29 · outbound

This paper cites an unresolved cited work.

HyST: LLM-Powered Hybrid Retrieval over Semi-Structured Tabular Data Unresolved cited work

Reference 13

Resolution
unresolved
raw_fallback, observed 2026-08-05T16:42:19.584963Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-05T16:42:13.925628Z digest=sha256:30b1ecd8c16038f72936e6684150f036388c35cce9a66a8d20818dc488cefec7

Observation 7788aeef-aa3c-4870-a665-7a29b10b52b8 · outbound

This paper cites $eq " for exact matches when the column type is.

HyST: LLM-Powered Hybrid Retrieval over Semi-Structured Tabular Data $eq " for exact matches when the column type is

Reference 14

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T16:42:19.197550Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-05T16:42:14.064914Z digest=sha256:42ebad6b51c61a4d13131f780b543c81ed2a9f4d003586099b5661f48732800d

Observation af8587bd-b7f7-4074-b339-2122939d775c · outbound

This paper cites an unresolved cited work.

HyST: LLM-Powered Hybrid Retrieval over Semi-Structured Tabular Data Unresolved cited work

Reference 15

Resolution
unresolved
raw_fallback, observed 2026-08-05T16:42:18.814384Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-05T16:42:14.204987Z digest=sha256:5b454dccb22298f89902ec42e1fe82236593f495fe02eef9f05d5d0830a004d4

Observation c1af934e-851e-4435-bb7d-5041c9d39b6f · outbound

This paper cites $in " operator for columns specified as.

HyST: LLM-Powered Hybrid Retrieval over Semi-Structured Tabular Data $in " operator for columns specified as

Reference 16

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T16:42:18.474886Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-05T16:42:14.335217Z digest=sha256:b3d92cbb1697fdaa07e3872d606ea24b2ecff3713a5aec4bb1287df653ba3287

Observation 98f22039-eb82-4b26-ae6b-7d2208ffff2e · outbound

This paper cites an unresolved cited work.

HyST: LLM-Powered Hybrid Retrieval over Semi-Structured Tabular Data Unresolved cited work

Reference 17

Resolution
unresolved
raw_fallback, observed 2026-08-05T16:42:18.034838Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-05T16:42:14.494860Z digest=sha256:a34db83b826ead0a9f2dea6b518811dbd272ce0070d243a57679130781041117

Observation a8ba30c3-28bf-4a50-a941-2dd14d1ab2af · outbound

This paper cites an unresolved cited work.

HyST: LLM-Powered Hybrid Retrieval over Semi-Structured Tabular Data Unresolved cited work

Reference 18

Resolution
unresolved
raw_fallback, observed 2026-08-05T16:42:17.594878Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-05T16:42:14.604774Z digest=sha256:79f35910e68f06d4fa6bc864374b5f879a40cda2e9359a6c63fa34a471a1647b

Observation 29b9127e-f06f-47e1-9606-a74c9faf424e · outbound

This paper cites CATEGORY.

HyST: LLM-Powered Hybrid Retrieval over Semi-Structured Tabular Data CATEGORY

Reference 19

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T16:42:17.164814Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-05T16:42:14.712235Z digest=sha256:415ea336c9fb35144ab4f9bfbb59707dc9f8c0f05cf643dba6cd338654832a3c

Observation dd8f8521-c2eb-4b74-9ad8-1421dbd62695 · outbound

This paper cites STaRK: Benchmarking LLM Retrieval on Textual and Relational Knowledge Bases.

HyST: LLM-Powered Hybrid Retrieval over Semi-Structured Tabular Data STaRK: Benchmarking LLM Retrieval on Textual and Relational Knowledge Bases

Reference 2024

Resolution
metadata mismatch
local_arxiv, observed 2026-08-05T16:42:15.704827Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-05T16:42:13.616520Z digest=sha256:cd741b3c8bdc6ab5f40fa525bc7b6bb523c5f5f464d152a3a2d8160f358ec216

Pith citing papers

Observation 27d3d0ad-9238-4946-90af-de09c1ec0523 · inbound

Human Preference aligned Tabular Similarity cites this paper.

Human Preference aligned Tabular Similarity HyST: LLM-Powered Hybrid Retrieval over Semi-Structured Tabular Data

Reference 21

Resolution
unresolved
no resolver link, observed 2026-07-31T21:29:45.626590Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-31T21:29:45.626590Z digest=sha256:71211678f44e9f64cac2cb9d7a30ea622bcdaf1c15e38d736f407f666c6f3a8c