Pith. sign in

Paper Citation Record · LEDGER

Finance Language Model Evaluation (FLaME)

As of 23 August 2026, this Paper Citation Record lists 25 of 25 outbound references and 2 inbound Pith citation observations for arXiv:2506.15846.

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

pith.paper-citation-record.v1
2506.15846 v1

Coverage vector

measured 25 of 25 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T23:55:20.756711Z

measured 27 of 27 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-22T06:32:14.747728+00:00

measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-05-25T05:44:59.785603Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-25T05:45:23.455471Z

Reference resolution

25 of 25 outbound references displayed

  • verified exact0
  • verified fuzzy14
  • unresolved10
  • parse uncertain0
  • malformed identifier1
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation f6c335c8-1182-46fd-bb6a-dee401f10156 · outbound

This paper cites an unresolved cited work.

Finance Language Model Evaluation (FLaME) Unresolved cited work

Reference 1

Resolution
unresolved
raw_fallback, observed 2026-08-06T23:55:25.445243Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-06T23:55:18.780175Z digest=sha256:37ba13820e77d34fb65f69de77ad943e2f197f10497a30ecaf0110339733bcf3

Observation 122d0a60-99dd-490b-8548-116eca3dc7ab · outbound

This paper cites other". Return only valid JSON in this format: ```json {.

Finance Language Model Evaluation (FLaME) other". Return only valid JSON in this format: ```json {

Reference 2

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T23:55:25.151579Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-06T23:55:18.943835Z digest=sha256:5706cdd38dde4a15a5b93524c21ee7d8bedfc2a3011112c981a1ba461e8054f8

Observation 8b35117a-df58-4e59-b44a-9d36a21b16e4 · outbound

This paper cites How do rising interest rates influence credit default swaps?.

Finance Language Model Evaluation (FLaME) How do rising interest rates influence credit default swaps?

Reference 3

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T23:55:24.378355Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-06T23:55:19.455826Z digest=sha256:1d27527a63d5172a5bd51417b39aa4c571dcb2908338d5e2828906992482f513

Observation f58c9499-ed58-4288-9955-bd9509b2d31a · outbound

This paper cites Haoqiang Kang and Xiao-Yang Liu.

Finance Language Model Evaluation (FLaME) Haoqiang Kang and Xiao-Yang Liu

Reference 4

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T23:55:26.104509Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-06T23:55:18.091802Z digest=sha256:282f2bd6b3aea762128a99a2ff8e68ac8875017d2b233c45badb27419eaf2f1f

Observation e77c326e-be3e-4073-b257-e2cb892e2379 · outbound

This paper cites Teven Le Scao and Alexander Rush.

Finance Language Model Evaluation (FLaME) Teven Le Scao and Alexander Rush

Reference 5

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T23:55:26.089769Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-06T23:55:18.187730Z digest=sha256:54790d0d6802ff0c6f40d45815fd27cde091e3ccd5cd96107d6a6ba240a6d172

Observation 746b7091-d1cf-40fe-b611-f5595f03f935 · outbound

This paper cites differentiation.

Finance Language Model Evaluation (FLaME) differentiation

Reference 6

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T23:55:25.931808Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-06T23:55:18.337659Z digest=sha256:bcba326bcb22becb93a705ac83d024d8a32203dd7901a9925b62efd4f44d26f0

Observation 8b19538d-02f0-4076-9ccb-26fc82ff1220 · outbound

This paper cites What was Company X’s net income last quarter?.

Finance Language Model Evaluation (FLaME) What was Company X’s net income last quarter?

Reference 7

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T23:55:25.772220Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-06T23:55:18.465327Z digest=sha256:d9abd3342fc188b8c68570a79f1323c44b7ccdc462509e3b49929540d84e0526

Observation 2c808478-ec7c-4c66-aea2-a5c321a2d7f7 · outbound

This paper cites "" Discard all the previous instructions. Behave like you are an expert at fine-grained single-domain intent detection. From the following list: [.

Finance Language Model Evaluation (FLaME) "" Discard all the previous instructions. Behave like you are an expert at fine-grained single-domain intent detection. From the following list: [

Reference 11

Resolution
malformed identifier
raw_fallback, observed 2026-08-06T23:55:21.095514Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-06T23:55:19.045569Z digest=sha256:2f65008e9af0b1c6f7c8656bfa3f08f688dc1daae478473c4511cc3614c2463f

Observation 8ac48ea3-f92b-452b-bf27-c3ada4dc0c2a · outbound

This paper cites an unresolved cited work.

Finance Language Model Evaluation (FLaME) Unresolved cited work

Reference 12

Resolution
unresolved
raw_fallback, observed 2026-08-06T23:55:24.881588Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-06T23:55:19.208838Z digest=sha256:c7924ffd2086b88c2d8ad79b3ac920c166f144f7471c2a2965fccbdfcdf17fb6

Observation 9ca49369-99f0-47ea-9275-a6f2389fbf94 · outbound

This paper cites an unresolved cited work.

Finance Language Model Evaluation (FLaME) Unresolved cited work

Reference 13

Resolution
unresolved
raw_fallback, observed 2026-08-06T23:55:24.706899Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-06T23:55:19.313779Z digest=sha256:f011a196c21316952a16d4b1d5fc8effc6717a3ada58ec80902547364c4f94d9

Observation a8a471b8-eaaf-4caf-b911-af2c9aee2e01 · outbound

This paper cites an unresolved cited work.

Finance Language Model Evaluation (FLaME) Unresolved cited work

Reference 15

Resolution
unresolved
raw_fallback, observed 2026-08-06T23:55:24.045393Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-06T23:55:19.614331Z digest=sha256:afc5988db6eed20bf3b7140e09c39f1858aec240ba4c6386b38030616569a970

Observation 59f73d13-ed97-4ff3-92aa-d39614449b58 · outbound

This paper cites (3) Decision-Making.Finance ultimately re- volves around decision-making tasks such asmar- ket forecasting,risk management,stock-movement prediction, andcredit scoring.

Finance Language Model Evaluation (FLaME) (3) Decision-Making.Finance ultimately re- volves around decision-making tasks such asmar- ket forecasting,risk management,stock-movement prediction, andcredit scoring

Reference 16

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T23:55:23.714804Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-06T23:55:19.738591Z digest=sha256:70978fcbcaf9bc13be95e5c843bcaa3b42814a3d13c24b125c4c11c15927aa33

Observation 14b1e96a-ce06-4b63-b88f-fa68a7f55fac · outbound

This paper cites an unresolved cited work.

Finance Language Model Evaluation (FLaME) Unresolved cited work

Reference 17

Resolution
unresolved
raw_fallback, observed 2026-08-06T23:55:23.556992Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-06T23:55:19.894921Z digest=sha256:46cc0c8a84170f656f009a090ec9966dae54f66429dea8ea682c8f5d2e7d9e00

Observation ed9fac8b-f8b6-49c7-9491-f843e49671ec · outbound

This paper cites an unresolved cited work.

Finance Language Model Evaluation (FLaME) Unresolved cited work

Reference 18

Resolution
unresolved
raw_fallback, observed 2026-08-06T23:55:23.313116Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-06T23:55:20.061276Z digest=sha256:5f221104998d754ca9c050b2824377c503cdd9f3b6b418d4ce1dacbce3408d99

Observation 2884b475-4989-4ef0-b4f6-19086873e0df · outbound

This paper cites (4) Human Alignment.Large language mod- els can inadvertently propagate harmful behav- iors—e.g., misinformation, social biases, or privacy violations.

Finance Language Model Evaluation (FLaME) (4) Human Alignment.Large language mod- els can inadvertently propagate harmful behav- iors—e.g., misinformation, social biases, or privacy violations

Reference 19

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T23:55:23.010984Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-06T23:55:20.227868Z digest=sha256:3b3b1f19a2dc33331fabd6b95620faa95ad169a40d5b2ed395ec8d9cf60d9642

Observation 9c59f9b1-1998-40dd-b207-901904d677dd · outbound

This paper cites an unresolved cited work.

Finance Language Model Evaluation (FLaME) Unresolved cited work

Reference 20

Resolution
unresolved
raw_fallback, observed 2026-08-06T23:55:22.730773Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-06T23:55:20.372983Z digest=sha256:5bae357caa801f37e9ede6d10fb72b6c16de572e250d5bc7b4c9e2d24cbbba75

Observation a90f3e1a-d240-48e9-b939-770e6667cef3 · outbound

This paper cites an unresolved cited work.

Finance Language Model Evaluation (FLaME) Unresolved cited work

Reference 21

Resolution
unresolved
raw_fallback, observed 2026-08-06T23:55:22.493110Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-06T23:55:20.434526Z digest=sha256:fd8cd5d5c3d1bebfc5e8218b5fdac6b11cfae3e5d07d2abb786039201ca5155d

Observation 308982fa-8240-47b4-b7fc-186720dba290 · outbound

This paper cites (5) Multi-Modal.Many real financial workflows rely on data that is not purely text—e.g., Excel spreadsheets, visual charts, scanned PDF state- ments, or contract images.

Finance Language Model Evaluation (FLaME) (5) Multi-Modal.Many real financial workflows rely on data that is not purely text—e.g., Excel spreadsheets, visual charts, scanned PDF state- ments, or contract images

Reference 22

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T23:55:22.181270Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-06T23:55:20.520816Z digest=sha256:c5d00eb8ab806660e4b3dd3520faf80cf9340e0536deb230b9e9e8dc4e7128a4

Observation a4678d94-0e1f-4cec-becd-ad98ec1393f9 · outbound

This paper cites an unresolved cited work.

Finance Language Model Evaluation (FLaME) Unresolved cited work

Reference 23

Resolution
unresolved
raw_fallback, observed 2026-08-06T23:55:21.844576Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-06T23:55:20.587892Z digest=sha256:6c39d70679c918d6acdada690106114e9477509c00f1067d0a81aa6d3c778f6e

Observation 625e0c28-b140-4608-9e04-bcd61cbf63f1 · outbound

This paper cites an unresolved cited work.

Finance Language Model Evaluation (FLaME) Unresolved cited work

Reference 24

Resolution
unresolved
raw_fallback, observed 2026-08-06T23:55:21.535755Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-06T23:55:20.665153Z digest=sha256:ad7f3e02a2f66ba6338bdb6d8c7394b768122b532ab86105099f53dd43f5b7ec

Observation b78f0e83-9bb4-4e87-a571-3aa6ca5563b2 · outbound

This paper cites holiflame/dataset_name.

Finance Language Model Evaluation (FLaME) holiflame/dataset_name

Reference 25

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T23:55:21.235361Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-06T23:55:20.756711Z digest=sha256:74c77ed12c242b986b6aedb600ee39f3f76ab19cd185f1b55fcd632da0d40d42

Observation 22c38624-3dea-42c0-bbec-db2c2743ce65 · outbound

This paper cites Pranab Islam, Anand Kannappan, Douwe Kiela, Re- becca Qian, Nino Scherrer, and Bertie Vidgen.

Finance Language Model Evaluation (FLaME) Pranab Islam, Anand Kannappan, Douwe Kiela, Re- becca Qian, Nino Scherrer, and Bertie Vidgen

Reference 2020

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T23:55:26.119091Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-06T23:55:18.013834Z digest=sha256:bbe9faecc465273f181779075ff7a99060db2c6daf252ff23bb0daca41541765

Observation 13d1854e-3467-4fde-acb0-5864ec133c23 · outbound

This paper cites For evaluation, we prompted the language models to output a summary given an article, and compared that summary to the ground truth summary with BERTScore.

Finance Language Model Evaluation (FLaME) For evaluation, we prompted the language models to output a summary given an article, and compared that summary to the ground truth summary with BERTScore

Reference 2021

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T23:55:25.571831Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-06T23:55:18.626667Z digest=sha256:db9eef6d2528dea2a99906f55525eb43d3738d237ff27685fb8731cffb883602

Observation 12845070-875c-410d-ae84-8c3fa1c4bb01 · outbound

This paper cites Zhiyu Chen, Wenhu Chen, Charese Smiley, Sameena Shah, Iana Borova, Dylan Langdon, Reema Moussa, Matt Beane, Ting-Hao Huang, Bryan Routledge, and William Yang Wang.

Finance Language Model Evaluation (FLaME) Zhiyu Chen, Wenhu Chen, Charese Smiley, Sameena Shah, Iana Borova, Dylan Langdon, Reema Moussa, Matt Beane, Ting-Hao Huang, Bryan Routledge, and William Yang Wang

Reference 2023

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T23:55:26.148921Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-06T23:55:17.881468Z digest=sha256:8b63728e50a7c751803f3e850cad4f6438cea38267dfcce531b7a01a4d15e6fa

Observation 93574700-43cb-4aee-8080-7f7d6037ce9e · outbound

This paper cites arXiv [cs.CL].

Finance Language Model Evaluation (FLaME) arXiv [cs.CL]

Reference 2024

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T23:55:26.133551Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-06T23:55:17.947255Z digest=sha256:b00aa23c8148ab34c6af12bd40422e87bf9a3a817fd9a67ebc978d7448eac6f7

Pith citing papers

Observation f046c419-7417-4ab6-85e1-8972185f8296 · inbound

FINESSE-Bench: A Hierarchical Benchmark Suite for Financial Domain Knowledge and Technical Analysis in Large Language Models cites this paper.

FINESSE-Bench: A Hierarchical Benchmark Suite for Financial Domain Knowledge and Technical Analysis in Large Language Models Finance Language Model Evaluation (FLaME)

Reference 7

Resolution
verified exact
arxiv_id, observed 2026-05-19T14:32:36.144869Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-05-19T14:32:01.939211Z digest=sha256:ca0cab7ba8718bee757e5800f65e43a5ce03b105af488c9cc71737403088eaba

Observation d1d25df9-db7b-46da-aba7-53dd959a8989 · inbound

FINESSE-Bench: A Hierarchical Benchmark Suite for Financial Domain Knowledge and Technical Analysis in Large Language Models cites this paper.

FINESSE-Bench: A Hierarchical Benchmark Suite for Financial Domain Knowledge and Technical Analysis in Large Language Models Finance Language Model Evaluation (FLaME)

Reference 7

Resolution
verified exact
arxiv_id, observed 2026-05-25T05:45:23.458498Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-05-25T05:44:59.785603Z digest=sha256:875001cdf224e5c9017979d091b9dae6bc57fe2ed751af46550a39b38d46b617