Paper Citation Record · LEDGER

Enhancing Financial Domain Adaptation of Language Models via Model Augmentation

As of 13 August 2026, this Paper Citation Record lists 25 of 25 outbound references and 0 inbound Pith citation observations for arXiv:2411.09249.

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

pith.paper-citation-record.v1
2411.09249 v1

Coverage vector

measured 25 of 25 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-12T20:55:35.727261Z

measured 25 of 25 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-13T06:32:02.005865+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

25 of 25 outbound references displayed

verified exact1
verified fuzzy11
unresolved13
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 2c733bf7-b024-4e76-a28d-64b4fdb1c09e · outbound

This paper cites FinGPT: Open-Source Financial Large Language Models,.

Enhancing Financial Domain Adaptation of Language Models via Model Augmentation FinGPT: Open-Source Financial Large Language Models,

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T20:55:36.137272Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 148c1d96-8ffa-4926-811c-77e62bf25531 · outbound

This paper cites Construction of Domain-specified Japanese Large Language Model for Finance through Continual Pre-training.

Enhancing Financial Domain Adaptation of Language Models via Model Augmentation Construction of Domain-specified Japanese Large Language Model for Finance through Continual Pre-training

Reference 3

Resolution: verified exact; local_arxiv, observed 2026-08-12T20:55:35.926675Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 7bb436bb-f2da-4783-bb9a-fb00b3512711 · outbound

This paper cites LLM Augmented LLMs: Expanding Capabilities through Composition.

Enhancing Financial Domain Adaptation of Language Models via Model Augmentation LLM Augmented LLMs: Expanding Capabilities through Composition

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-12T20:55:35.623445Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 64c0210c-ed29-4912-88c0-8755eccc9c2d · outbound

This paper cites Universal language model fine-tuning for text classification,.

Enhancing Financial Domain Adaptation of Language Models via Model Augmentation Universal language model fine-tuning for text classification,

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T20:55:36.122147Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation ffc07e8b-29dd-464d-88ff-81cfaa41f344 · outbound

This paper cites Scibert: A pretrained language model for scientific text,.

Enhancing Financial Domain Adaptation of Language Models via Model Augmentation Scibert: A pretrained language model for scientific text,

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T20:55:36.107130Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 1976a213-93c2-47de-b603-8b15edb1bc7f · outbound

This paper cites Med-bert: pretrained contextualized embeddings on large-scale structured electronic health records for disease prediction,.

Enhancing Financial Domain Adaptation of Language Models via Model Augmentation Med-bert: pretrained contextualized embeddings on large-scale structured electronic health records for disease prediction,

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T20:55:36.092233Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 843976ab-be4e-4ed2-a64a-3320a2ac63d0 · outbound

This paper cites Finbert: A large language model for extracting information from financial text,.

Enhancing Financial Domain Adaptation of Language Models via Model Augmentation Finbert: A large language model for extracting information from financial text,

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-12T20:55:35.643999Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d620d1aa-c79a-4a1a-8f6c-45b3106bdc4f · outbound

This paper cites Finbert: A pre-trained financial language representation model for financial text mining,.

Enhancing Financial Domain Adaptation of Language Models via Model Augmentation Finbert: A pre-trained financial language representation model for financial text mining,

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-12T20:55:35.648775Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 32934d45-d775-47ed-9ad4-0eb693a5d8ad · outbound

This paper cites Construction and Validation of a Pre-Training and Additional Pre-Training Financial Language Model [in Japanese],.

Enhancing Financial Domain Adaptation of Language Models via Model Augmentation Construction and Validation of a Pre-Training and Additional Pre-Training Financial Language Model [in Japanese],

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T20:55:36.056055Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 04527795-d789-4541-a972-a33df007d5f6 · outbound

This paper cites Don't Stop Pretraining: Adapt Language Models to Domains and Tasks.

Enhancing Financial Domain Adaptation of Language Models via Model Augmentation Don't Stop Pretraining: Adapt Language Models to Domains and Tasks

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-12T20:55:35.658090Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 04035fca-cce9-4f4b-92dd-cd97aa768bc0 · outbound

This paper cites Constructing and Analyzing Domain-Specific Language Model for Financial Text Mining,.

Enhancing Financial Domain Adaptation of Language Models via Model Augmentation Constructing and Analyzing Domain-Specific Language Model for Financial Text Mining,

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T20:55:36.039890Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation cc8db17d-c45e-44cf-8ee9-cc2c34b96e4b · outbound

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

Enhancing Financial Domain Adaptation of Language Models via Model Augmentation BloombergGPT: A Large Language Model for Finance

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-12T20:55:35.667492Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c82fe833-1ee0-4ef0-bded-9edd3fb186dd · outbound

This paper cites Fin-LLAMA: Efficient Finetuning of Quantized LLMs for Finance,.

Enhancing Financial Domain Adaptation of Language Models via Model Augmentation Fin-LLAMA: Efficient Finetuning of Quantized LLMs for Finance,

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T20:55:36.022810Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation cff58276-e657-43af-8022-4ea1d947d8f9 · outbound

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

Enhancing Financial Domain Adaptation of Language Models via Model Augmentation LLaMA: Open and Efficient Foundation Language Models

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-12T20:55:35.676494Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f26b2c9c-a95e-4f9f-8e1f-160617bfb63c · outbound

This paper cites Instruct-FinGPT: Financial Sentiment Analysis by Instruction Tuning of General-Purpose Large Language Models.

Enhancing Financial Domain Adaptation of Language Models via Model Augmentation Instruct-FinGPT: Financial Sentiment Analysis by Instruction Tuning of General-Purpose Large Language Models

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-12T20:55:35.681218Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6a7f7469-b768-4cb4-81f5-b70fd4b18ec2 · outbound

This paper cites Llama-2-econ: Enhancing title generation, abstract classification, and academic q&a in economic research,.

Enhancing Financial Domain Adaptation of Language Models via Model Augmentation Llama-2-econ: Enhancing title generation, abstract classification, and academic q&a in economic research,

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T20:55:36.007273Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 1a56f43a-dfcb-49a3-9b16-6218ad31eb5d · outbound

This paper cites Editing Models with Task Arithmetic.

Enhancing Financial Domain Adaptation of Language Models via Model Augmentation Editing Models with Task Arithmetic

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-12T20:55:35.690436Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 04222306-14d9-4da0-a29b-b7f3e1f66b20 · outbound

This paper cites Scaling monosemantic- ity: Extracting interpretable features from claude 3 sonnet,.

Enhancing Financial Domain Adaptation of Language Models via Model Augmentation Scaling monosemantic- ity: Extracting interpretable features from claude 3 sonnet,

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T20:55:35.991608Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation c7adcb58-72bb-4f9e-b883-a9b3816099aa · outbound

This paper cites Ties- merging: Resolving interference when merging models,.

Enhancing Financial Domain Adaptation of Language Models via Model Augmentation Ties- merging: Resolving interference when merging models,

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T20:55:35.975743Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 80b3a2af-c8fd-46c4-89a7-2d44bdc443ef · outbound

This paper cites Towards Comprehensive Post Safety Alignment of Large Language Models via Safety Patching.

Enhancing Financial Domain Adaptation of Language Models via Model Augmentation Towards Comprehensive Post Safety Alignment of Large Language Models via Safety Patching

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-12T20:55:35.705454Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f372b3fe-4661-4bb5-b526-8cb11d354ba0 · outbound

This paper cites Evolutionary Optimization of Model Merging Recipes.

Enhancing Financial Domain Adaptation of Language Models via Model Augmentation Evolutionary Optimization of Model Merging Recipes

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-12T20:55:35.709932Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7785b3e6-9271-4fe4-9d84-f635a49dddb6 · outbound

This paper cites Qwen Technical Report.

Enhancing Financial Domain Adaptation of Language Models via Model Augmentation Qwen Technical Report

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-12T20:55:35.714309Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e1c9fc11-bdf1-473a-a288-657016cf9a8f · outbound

This paper cites JaFIn: Japanese Financial Instruction Dataset.

Enhancing Financial Domain Adaptation of Language Models via Model Augmentation JaFIn: Japanese Financial Instruction Dataset

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-12T20:55:35.718586Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 157deb39-8775-404d-8ba8-1ed0aecb0aa4 · outbound

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

Enhancing Financial Domain Adaptation of Language Models via Model Augmentation LoRA: Low-Rank Adaptation of Large Language Models

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-12T20:55:35.722963Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2c12039d-d888-42c5-9e65-602fba84099c · outbound

This paper cites pfmt-bench-fin-ja: Preferred Multi-turn Benchmark for Finance in Japanese,.

Enhancing Financial Domain Adaptation of Language Models via Model Augmentation pfmt-bench-fin-ja: Preferred Multi-turn Benchmark for Finance in Japanese,

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T20:55:35.959960Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Pith citing papers

No inbound Pith citation observations are available.