Pith. sign in

Paper Citation Record · LEDGER

From Financial Sentiment Classification to Return Predictability: A QLoRA Benchmark of Large Language Models

As of 22 August 2026, this Paper Citation Record lists 21 of 21 outbound references and 0 inbound Pith citation observations for arXiv:2608.04200.

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

pith.paper-citation-record.v1
2608.04200 v1

Coverage vector

measured 21 of 21 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-15T14:45:49.952888Z

measured 21 of 21 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-21T06:32:19.484+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

21 of 21 outbound references displayed

  • verified exact0
  • verified fuzzy1
  • unresolved17
  • parse uncertain0
  • malformed identifier3
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 782050ea-db68-4ff3-ab52-01de0e9e04e7 · outbound

This paper cites FinBERT: Financial Sentiment Analysis with Pre-trained Language Models.

From Financial Sentiment Classification to Return Predictability: A QLoRA Benchmark of Large Language Models FinBERT: Financial Sentiment Analysis with Pre-trained Language Models

Reference 1

Resolution
unresolved
no resolver link, observed 2026-08-15T14:45:49.838316Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T14:45:49.838316Z digest=sha256:3756c30078b9f9ae364399835b0e9e42cd38bb0cb420b4a2f7258cbf086e19d7

Observation 205d8ed8-37d6-43ba-bb7c-4b0085b9dfd1 · outbound

This paper cites QLoRA: Efficient Finetuning of Quantized LLMs.

From Financial Sentiment Classification to Return Predictability: A QLoRA Benchmark of Large Language Models QLoRA: Efficient Finetuning of Quantized LLMs

Reference 2

Resolution
unresolved
no resolver link, observed 2026-08-15T14:45:49.844351Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T14:45:49.844351Z digest=sha256:bf289a576d86238a764ca1e02371e1c92209c0785da2431da5e170cb04ce0dfa

Observation 06990443-af46-418b-9480-456d3dcd1772 · outbound

This paper cites Parameter-Efficient Fine-Tuning for Large Models: A Comprehensive Survey.

From Financial Sentiment Classification to Return Predictability: A QLoRA Benchmark of Large Language Models Parameter-Efficient Fine-Tuning for Large Models: A Comprehensive Survey

Reference 3

Resolution
unresolved
no resolver link, observed 2026-08-15T14:45:49.854269Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T14:45:49.854269Z digest=sha256:bac0f50605edb0d089e573282d6b809717cde7acd822e62085018ef73727ed68

Observation 558dc9d5-c138-464a-8ea7-79a9381c2d67 · outbound

This paper cites LoRA: Low-Rank Adaptation of Large Language Models.

From Financial Sentiment Classification to Return Predictability: A QLoRA Benchmark of Large Language Models LoRA: Low-Rank Adaptation of Large Language Models

Reference 4

Resolution
unresolved
no resolver link, observed 2026-08-15T14:45:49.861780Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T14:45:49.861780Z digest=sha256:4379454c2c8789c0010ae45d860e3553cd7d54001cece9b586f38addc158edea

Observation 3fff802c-3bd2-42ba-a526-83ba16f49587 · outbound

This paper cites an unresolved cited work.

From Financial Sentiment Classification to Return Predictability: A QLoRA Benchmark of Large Language Models Unresolved cited work

Reference 5

Resolution
malformed identifier
no resolver link, observed 2026-08-15T14:45:49.867582Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T14:45:49.867582Z digest=sha256:71d49e0503fda444cc4733656158d4e14b98d943473428c31fa955dbe49803e2

Observation 974a3638-dce8-424b-a131-f29f444b1fed · outbound

This paper cites an unresolved cited work.

From Financial Sentiment Classification to Return Predictability: A QLoRA Benchmark of Large Language Models Unresolved cited work

Reference 6

Resolution
unresolved
raw_fallback, observed 2026-08-15T14:45:50.539991Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-15T14:45:49.873559Z digest=sha256:ea3c98735f455e4452dc8d54609d57d2d6ee783d817486493593d7e24292fc87

Observation f21a0ee9-7c78-4081-8898-5525e4dabff2 · outbound

This paper cites an unresolved cited work.

From Financial Sentiment Classification to Return Predictability: A QLoRA Benchmark of Large Language Models Unresolved cited work

Reference 7

Resolution
unresolved
raw_fallback, observed 2026-08-15T14:45:50.521245Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-15T14:45:49.879167Z digest=sha256:6c276b406c3555768ff4d41f3617ca6b5f985753e4197738503e704f7eb4c735

Observation df6a7c6f-6be3-4bd9-b2c6-d02558338702 · outbound

This paper cites LoftQ: LoRA-Fine-Tuning-Aware Quantization for Large Language Models.

From Financial Sentiment Classification to Return Predictability: A QLoRA Benchmark of Large Language Models LoftQ: LoRA-Fine-Tuning-Aware Quantization for Large Language Models

Reference 8

Resolution
unresolved
no resolver link, observed 2026-08-15T14:45:49.884205Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T14:45:49.884205Z digest=sha256:6cacc54b3f0f2588d4fbe184f6b0e62b1ac7c18d42a0083789bcfb6c10c5cf07

Observation e12d5c4b-8b80-4150-9edd-b229ded74963 · outbound

This paper cites an unresolved cited work.

From Financial Sentiment Classification to Return Predictability: A QLoRA Benchmark of Large Language Models Unresolved cited work

Reference 9

Resolution
malformed identifier
no resolver link, observed 2026-08-15T14:45:49.889759Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T14:45:49.889759Z digest=sha256:333c2e89de3f1b51ad9fa65e05341729f25866eff550fc3b2b42bb1b2879276d

Observation a9a53df0-aefd-4e13-916c-ae7c9f8301c6 · outbound

This paper cites an unresolved cited work.

From Financial Sentiment Classification to Return Predictability: A QLoRA Benchmark of Large Language Models Unresolved cited work

Reference 10

Resolution
unresolved
no resolver link, observed 2026-08-15T14:45:49.894302Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T14:45:49.894302Z digest=sha256:e115dbd566ec4984574689ffd22dba5de82de92d00357e3fe68de89e4dd97276

Observation 9b1d236f-51a9-4518-9659-9ff3ea9e9608 · outbound

This paper cites an unresolved cited work.

From Financial Sentiment Classification to Return Predictability: A QLoRA Benchmark of Large Language Models Unresolved cited work

Reference 11

Resolution
unresolved
raw_fallback, observed 2026-08-15T14:45:50.502772Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-15T14:45:49.899350Z digest=sha256:f565e6abb9736199ee6b3094aec54ed3da874ffc4ec25e96035944919f786806

Observation c590edd6-dde5-4b5f-a392-a023a18bf9e7 · outbound

This paper cites Paul Wang, Huidi Lu, W.

From Financial Sentiment Classification to Return Predictability: A QLoRA Benchmark of Large Language Models Paul Wang, Huidi Lu, W

Reference 12

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T14:45:50.485853Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-15T14:45:49.905077Z digest=sha256:0ac1dad43cd03da9fbb7f2e0cf298fcf9e0745157811c4f391af2fb18958ccba

Observation 692576cc-72e2-44a0-8d57-eb027856d4fd · outbound

This paper cites an unresolved cited work.

From Financial Sentiment Classification to Return Predictability: A QLoRA Benchmark of Large Language Models Unresolved cited work

Reference 13

Resolution
malformed identifier
doi_truncated, observed 2026-08-15T14:45:50.013841Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-15T14:45:49.910502Z digest=sha256:0816dd5adc1b494f277f7545282767451495a236f336c63b138a2d88efa19dcd

Observation 61fa6e74-b7ec-48f5-8d14-7a4db479c9d7 · outbound

This paper cites an unresolved cited work.

From Financial Sentiment Classification to Return Predictability: A QLoRA Benchmark of Large Language Models Unresolved cited work

Reference 14

Resolution
unresolved
no resolver link, observed 2026-08-15T14:45:49.915954Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T14:45:49.915954Z digest=sha256:f557cada372be49a054039a0b731169ad599c85bcf01a3f9cd0a4b22efd80049

Observation 85c3c284-990b-4bd0-83b1-fe37739f5670 · outbound

This paper cites an unresolved cited work.

From Financial Sentiment Classification to Return Predictability: A QLoRA Benchmark of Large Language Models Unresolved cited work

Reference 15

Resolution
unresolved
raw_fallback, observed 2026-08-15T14:45:50.469345Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-15T14:45:49.920718Z digest=sha256:2109c7ea37ecee5bdb43ec1165876dddac5ca9c5adfeba5d3493da3e8b72490d

Observation c8339f21-41f8-4a85-8cb6-d472eba3601e · outbound

This paper cites an unresolved cited work.

From Financial Sentiment Classification to Return Predictability: A QLoRA Benchmark of Large Language Models Unresolved cited work

Reference 16

Resolution
unresolved
no resolver link, observed 2026-08-15T14:45:49.925688Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T14:45:49.925688Z digest=sha256:032cfb45ff948bfee3bd22ff6b37308db6c1bd08e888bd6bccb51d1293b6f469

Observation 51ed7b72-1d5b-4e44-9284-fdb5fdf248ce · outbound

This paper cites FinLoRA: Finetuning Quantized Financial Large Language Models Using Low-Rank Adaptation.

From Financial Sentiment Classification to Return Predictability: A QLoRA Benchmark of Large Language Models FinLoRA: Finetuning Quantized Financial Large Language Models Using Low-Rank Adaptation

Reference 17

Resolution
unresolved
no resolver link, observed 2026-08-15T14:45:49.930627Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T14:45:49.930627Z digest=sha256:455e98cc9f740fc8a516036fa54f4d7ffe5280a152d5516d96f2ba572e5dac36

Observation 9260e98c-98d1-4c49-8c8a-a31e417a5a77 · outbound

This paper cites BloombergGPT: A Large Language Model for Finance.

From Financial Sentiment Classification to Return Predictability: A QLoRA Benchmark of Large Language Models BloombergGPT: A Large Language Model for Finance

Reference 18

Resolution
unresolved
no resolver link, observed 2026-08-15T14:45:49.936322Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T14:45:49.936322Z digest=sha256:bc4da41e8de169802ce2c7e75d8411dfa4ab21579f9d85dc71a4be8d52c12747

Observation 29c18c3e-b3b8-4112-81f0-74fc4f1f8108 · outbound

This paper cites an unresolved cited work.

From Financial Sentiment Classification to Return Predictability: A QLoRA Benchmark of Large Language Models Unresolved cited work

Reference 19

Resolution
unresolved
raw_fallback, observed 2026-08-15T14:45:50.450278Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-15T14:45:49.941767Z digest=sha256:45ae0799804b803a452135fe1151fcb368382a5e7b15b93adbb5259843a286b9

Observation 66c7dd1e-8883-4c0e-b018-26e58a6d78a6 · outbound

This paper cites an unresolved cited work.

From Financial Sentiment Classification to Return Predictability: A QLoRA Benchmark of Large Language Models Unresolved cited work

Reference 20

Resolution
unresolved
no resolver link, observed 2026-08-15T14:45:49.947481Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T14:45:49.947481Z digest=sha256:8302a2e265ecc41fd0238ed5c31ee470fb65df3d1bad874b0711b80b473d3055

Observation 4486c5bf-abe0-4ce1-b12e-663f265b811d · outbound

This paper cites AdaLoRA: Adaptive Budget Allocation for Parameter-Efficient Fine-Tuning.

From Financial Sentiment Classification to Return Predictability: A QLoRA Benchmark of Large Language Models AdaLoRA: Adaptive Budget Allocation for Parameter-Efficient Fine-Tuning

Reference 21

Resolution
unresolved
no resolver link, observed 2026-08-15T14:45:49.952888Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T14:45:49.952888Z digest=sha256:e7879382a8f44718dca24cb3e4bfeab6d08e2cce9255202a78acabbb0002cf08

Pith citing papers

No inbound Pith citation observations are available.