Paper Citation Record · LEDGER

QuantCode-Bench: A Benchmark for Evaluating the Ability of Large Language Models to Generate Executable Algorithmic Trading Strategies

As of 15 August 2026, this Paper Citation Record lists 16 of 16 outbound references and 0 inbound Pith citation observations for arXiv:2604.15151.

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

pith.paper-citation-record.v1
2604.15151 v1

Coverage vector

measured 16 of 16 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-05-10T11:33:01.976659Z

measured 16 of 16 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-15T06:32:42.880941+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

16 of 16 outbound references displayed

verified exact0
verified fuzzy16
unresolved0
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 8181e67f-9347-4597-b35a-d129c10f78b5 · outbound

This paper cites Swe-rebench: An automated pipeline for task collection and decontaminated evaluation of software engineering agents.

QuantCode-Bench: A Benchmark for Evaluating the Ability of Large Language Models to Generate Executable Algorithmic Trading Strategies Swe-rebench: An automated pipeline for task collection and decontaminated evaluation of software engineering agents

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-05-19T13:57:20.537514Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 4ab29d60-07a5-41fa-aa95-909960570f32 · outbound

This paper cites Finance agent benchmark: Benchmarking llms on real-world financial research tasks.

QuantCode-Bench: A Benchmark for Evaluating the Ability of Large Language Models to Generate Executable Algorithmic Trading Strategies Finance agent benchmark: Benchmarking llms on real-world financial research tasks

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-05-19T13:57:20.554355Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 25f60a6f-3b31-48c0-a180-26c333628c2f · outbound

This paper cites Finagentbench: A benchmark dataset for agentic retrieval in financial question answering.

QuantCode-Bench: A Benchmark for Evaluating the Ability of Large Language Models to Generate Executable Algorithmic Trading Strategies Finagentbench: A benchmark dataset for agentic retrieval in financial question answering

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-05-19T13:57:20.552522Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 86be3f85-8a6d-4388-ab8f-2e829b0d2b77 · outbound

This paper cites A survey on LLM-as-a-judge.

QuantCode-Bench: A Benchmark for Evaluating the Ability of Large Language Models to Generate Executable Algorithmic Trading Strategies A survey on LLM-as-a-judge

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-05-19T13:57:20.539304Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 14b8ba2f-89ec-4aa6-927f-2421ff4d4c18 · outbound

This paper cites Financebench: A new benchmark for financial question answering.

QuantCode-Bench: A Benchmark for Evaluating the Ability of Large Language Models to Generate Executable Algorithmic Trading Strategies Financebench: A new benchmark for financial question answering

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-05-19T13:57:20.546659Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 64d87908-f55b-4baa-827d-b2a16de76415 · outbound

This paper cites Livecodebench: Holistic and contamination-free evaluation of large language models for code.

QuantCode-Bench: A Benchmark for Evaluating the Ability of Large Language Models to Generate Executable Algorithmic Trading Strategies Livecodebench: Holistic and contamination-free evaluation of large language models for code

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-05-19T13:57:20.543176Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation c30faa27-8454-47e4-bc8c-a4b5b2ef43ce · outbound

This paper cites Jimenez et al.

QuantCode-Bench: A Benchmark for Evaluating the Ability of Large Language Models to Generate Executable Algorithmic Trading Strategies Jimenez et al

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-05-19T13:57:20.544835Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation dd4d40bd-a8a7-4b4d-a4e4-bde5a3be2cc3 · outbound

This paper cites Fin-r1: A large language model for financial reasoning through reinforce- ment learning.

QuantCode-Bench: A Benchmark for Evaluating the Ability of Large Language Models to Generate Executable Algorithmic Trading Strategies Fin-r1: A large language model for financial reasoning through reinforce- ment learning

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-05-19T13:57:20.531578Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 0952186a-4f5e-4760-9a0f-70ab78a52170 · outbound

This paper cites Merrill et al.

QuantCode-Bench: A Benchmark for Evaluating the Ability of Large Language Models to Generate Executable Algorithmic Trading Strategies Merrill et al

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-05-19T13:57:20.550300Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 24fe33f5-1339-41f2-ae36-ab3c58a749a3 · outbound

This paper cites Fino1: On the transferability of reasoning-enhanced llms and reinforce- ment learning to finance.

QuantCode-Bench: A Benchmark for Evaluating the Ability of Large Language Models to Generate Executable Algorithmic Trading Strategies Fino1: On the transferability of reasoning-enhanced llms and reinforce- ment learning to finance

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-05-19T13:57:20.548595Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 728a2838-8fdc-48fe-a1a0-9c31077527f7 · outbound

This paper cites Quantconnect LEAN documentation.https://www.quantconnect.com/d ocs/.

QuantCode-Bench: A Benchmark for Evaluating the Ability of Large Language Models to Generate Executable Algorithmic Trading Strategies Quantconnect LEAN documentation.https://www.quantconnect.com/d ocs/

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-05-19T13:57:20.529753Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation f339ff9c-b37a-4436-b75e-f6ff630f7060 · outbound

This paper cites Backtrader.https://www.backtrader.com/.

QuantCode-Bench: A Benchmark for Evaluating the Ability of Large Language Models to Generate Executable Algorithmic Trading Strategies Backtrader.https://www.backtrader.com/

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-05-19T13:57:20.535562Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 61928b12-eb9b-4b77-a98a-a805cc371ff4 · outbound

This paper cites Pixiu: A large language model, instruction data and evaluation benchmark for finance.

QuantCode-Bench: A Benchmark for Evaluating the Ability of Large Language Models to Generate Executable Algorithmic Trading Strategies Pixiu: A large language model, instruction data and evaluation benchmark for finance

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-05-19T13:57:20.525814Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation ef8317c5-7366-4cab-aae9-7b2eb45623e4 · outbound

This paper cites Finben: A holistic financial benchmark for large language models.

QuantCode-Bench: A Benchmark for Evaluating the Ability of Large Language Models to Generate Executable Algorithmic Trading Strategies Finben: A holistic financial benchmark for large language models

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-05-19T13:57:20.527871Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 27f132f8-556c-4b64-ba77-b90ab4dbbd61 · outbound

This paper cites Judging LLM-as-a-judge with MT-bench and chatbot arena.

QuantCode-Bench: A Benchmark for Evaluating the Ability of Large Language Models to Generate Executable Algorithmic Trading Strategies Judging LLM-as-a-judge with MT-bench and chatbot arena

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-05-19T13:57:20.541322Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 668f6e72-613c-4219-9e63-4492b823d1ef · outbound

This paper cites Zipline documentation.https://zipline.ml4trading.io/.

QuantCode-Bench: A Benchmark for Evaluating the Ability of Large Language Models to Generate Executable Algorithmic Trading Strategies Zipline documentation.https://zipline.ml4trading.io/

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-05-19T13:57:20.533601Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Pith citing papers

No inbound Pith citation observations are available.