Paper Citation Record · LEDGER

Firefly: Illuminating Large-Scale Verified Tool-Call Data Generation from Real APIs

As of 6 August 2026, this Paper Citation Record lists 25 of 25 outbound references and 1 inbound Pith citation observation for arXiv:2605.17558.

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

pith.paper-citation-record.v1
2605.17558 v1

Coverage vector

measured 25 of 25 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-05-19T22:30:21.756864Z

measured 26 of 26 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-06T06:34:29.942622+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-06-27T06:49:12.070481Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-07-03T14:58:33.184885Z

Reference resolution

25 of 25 outbound references displayed

verified exact12
verified fuzzy10
unresolved1
parse uncertain0
malformed identifier1
metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation fd5316e3-0469-44e0-8b81-3f2526c5bb0b · outbound

This paper cites MCP-Atlas: A Large-Scale Benchmark for Tool-Use Competency with Real MCP Servers, May 2026.

Firefly: Illuminating Large-Scale Verified Tool-Call Data Generation from Real APIs MCP-Atlas: A Large-Scale Benchmark for Tool-Use Competency with Real MCP Servers, May 2026

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-05-19T22:32:50.221646Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation d2caee5d-7adf-4b92-bb85-de4a46b9853f · outbound

This paper cites $\tau^2$-Bench: Evaluating Conversational Agents in a Dual-Control Environment.

Firefly: Illuminating Large-Scale Verified Tool-Call Data Generation from Real APIs $\tau^2$-Bench: Evaluating Conversational Agents in a Dual-Control Environment

Reference 2

Resolution: verified exact; local_arxiv, observed 2026-05-19T22:32:49.683772Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 5303d856-de6d-4c06-9137-d7ba02a4eac8 · outbound

This paper cites Evaluating Large Language Models Trained on Code.

Firefly: Illuminating Large-Scale Verified Tool-Call Data Generation from Real APIs Evaluating Large Language Models Trained on Code

Reference 3

Resolution: verified exact; local_arxiv, observed 2026-05-19T22:32:49.689730Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation d477e8ae-15d8-45d7-84b7-39b20963fb97 · outbound

This paper cites Scaling Agent Learning via Experience Synthesis, November 2025.

Firefly: Illuminating Large-Scale Verified Tool-Call Data Generation from Real APIs Scaling Agent Learning via Experience Synthesis, November 2025

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-05-19T22:32:50.226565Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 90dc69b7-7f6e-4b53-aff8-4fe5b1b3a533 · outbound

This paper cites API-Bank: A Comprehensive Benchmark for Tool-Augmented LLMs.

Firefly: Illuminating Large-Scale Verified Tool-Call Data Generation from Real APIs API-Bank: A Comprehensive Benchmark for Tool-Augmented LLMs

Reference 5

Resolution: verified exact; local_arxiv, observed 2026-05-19T22:32:49.692323Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 8d130a63-fc49-477e-bb43-63e1a562f1c0 · outbound

This paper cites Machine Learning for Synthetic Data Generation: A Review.

Firefly: Illuminating Large-Scale Verified Tool-Call Data Generation from Real APIs Machine Learning for Synthetic Data Generation: A Review

Reference 6

Resolution: metadata mismatch; arxiv_id, observed 2026-05-19T22:32:49.697954Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation d8a6a477-8f45-4995-bf17-91d3cdb2b84b · outbound

This paper cites Human Still Wins over LLM: An Empirical Study of Active Learning on Domain-Specific Annotation Tasks, November 2023.

Firefly: Illuminating Large-Scale Verified Tool-Call Data Generation from Real APIs Human Still Wins over LLM: An Empirical Study of Active Learning on Domain-Specific Annotation Tasks, November 2023

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-05-19T22:32:50.224150Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 585199ab-1ecd-4bc8-b2b0-05da0791f4af · outbound

This paper cites WizardMath: Empowering Mathematical Reasoning for Large Language Models via Reinforced Evol-Instruct.

Firefly: Illuminating Large-Scale Verified Tool-Call Data Generation from Real APIs WizardMath: Empowering Mathematical Reasoning for Large Language Models via Reinforced Evol-Instruct

Reference 8

Resolution: verified exact; local_arxiv, observed 2026-05-19T22:32:49.694984Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation f7b139a4-3be4-442c-8425-2c49e10b1e9d · outbound

This paper cites APIGen-MT: Agentic Pipeline for Multi-Turn Data Generation via Simulated Agent-Human Interplay.

Firefly: Illuminating Large-Scale Verified Tool-Call Data Generation from Real APIs APIGen-MT: Agentic Pipeline for Multi-Turn Data Generation via Simulated Agent-Human Interplay

Reference 9

Resolution: verified exact; arxiv_id, observed 2026-05-19T22:32:49.687103Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation bd4a0a5f-19ee-461b-a735-2a32d3f3f625 · outbound

This paper cites Code Llama: Open Foundation Models for Code.

Firefly: Illuminating Large-Scale Verified Tool-Call Data Generation from Real APIs Code Llama: Open Foundation Models for Code

Reference 10

Resolution: verified exact; local_arxiv, observed 2026-05-19T22:32:49.706909Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 3dc4b6e8-731e-4545-8b25-36c3493fa538 · outbound

This paper cites Toolformer: Language models can teach themselves to use tools.Advances in Neural Information Processing Systems, 36:68539– 68551.

Firefly: Illuminating Large-Scale Verified Tool-Call Data Generation from Real APIs Toolformer: Language models can teach themselves to use tools.Advances in Neural Information Processing Systems, 36:68539– 68551

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-05-19T22:32:50.219506Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation a52249a1-05c8-463e-acd7-074b1516c696 · outbound

This paper cites an unresolved cited work.

Firefly: Illuminating Large-Scale Verified Tool-Call Data Generation from Real APIs Unresolved cited work

Reference 12

Resolution: unresolved; raw_fallback, observed 2026-05-19T22:32:50.215140Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 15ca8cce-74c6-423a-8c1b-54d4a0ec8d72 · outbound

This paper cites ToolAlpaca: Generalized Tool Learning for Language Models with 3000 Simulated Cases.

Firefly: Illuminating Large-Scale Verified Tool-Call Data Generation from Real APIs ToolAlpaca: Generalized Tool Learning for Language Models with 3000 Simulated Cases

Reference 13

Resolution: verified exact; local_arxiv, observed 2026-05-19T22:32:49.700791Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 789420d6-3639-47c5-bc59-0c50e4dae8c3 · outbound

This paper cites Alpaca: A strong, replicable instruction-following model.Stanford University Center for Research on Foundation Models (CRFM) Technical Report.

Firefly: Illuminating Large-Scale Verified Tool-Call Data Generation from Real APIs Alpaca: A strong, replicable instruction-following model.Stanford University Center for Research on Foundation Models (CRFM) Technical Report

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-05-19T22:32:50.217409Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 8b33de74-6f9d-4440-9857-5d605896a5d4 · outbound

This paper cites MCP-Flow: Facilitating LLM Agents to Master Real-World, Diverse and Scaling MCP Tools.

Firefly: Illuminating Large-Scale Verified Tool-Call Data Generation from Real APIs MCP-Flow: Facilitating LLM Agents to Master Real-World, Diverse and Scaling MCP Tools

Reference 15

Resolution: verified exact; local_arxiv, observed 2026-05-19T22:32:49.709724Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation a6ad14e5-816a-40ec-8dc9-689ab7b3be55 · outbound

This paper cites Self-Consistency Improves Chain of Thought Reasoning in Language Models.

Firefly: Illuminating Large-Scale Verified Tool-Call Data Generation from Real APIs Self-Consistency Improves Chain of Thought Reasoning in Language Models

Reference 16

Resolution: verified exact; local_arxiv, observed 2026-05-19T22:32:49.718275Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 9b199f33-4c2a-4d1b-93b1-c918467fba27 · outbound

This paper cites Trajectory2Task: Training Robust Tool-Calling Agents with Synthesized Yet Verifiable Data for Complex User Intents, January 2026.

Firefly: Illuminating Large-Scale Verified Tool-Call Data Generation from Real APIs Trajectory2Task: Training Robust Tool-Calling Agents with Synthesized Yet Verifiable Data for Complex User Intents, January 2026

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-05-19T22:32:50.211203Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 16a96b81-390f-4b0e-aaea-f4c38a8a391b · outbound

This paper cites Chain-of-thought prompting elicits reasoning in large language models.

Firefly: Illuminating Large-Scale Verified Tool-Call Data Generation from Real APIs Chain-of-thought prompting elicits reasoning in large language models

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-05-19T22:32:50.209090Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation f6314767-d63b-4938-b266-a4b2611f146b · outbound

This paper cites MCPMark: A Benchmark for Stress-Testing Realistic and Compre- hensive MCP Use, September 2025.

Firefly: Illuminating Large-Scale Verified Tool-Call Data Generation from Real APIs MCPMark: A Benchmark for Stress-Testing Realistic and Compre- hensive MCP Use, September 2025

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-05-19T22:32:50.213339Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 01c66ab0-6ac4-484f-8e53-15f68e1d7823 · outbound

This paper cites Wizardlm: Empowering large pre-trained language models to follow complex instructions.

Firefly: Illuminating Large-Scale Verified Tool-Call Data Generation from Real APIs Wizardlm: Empowering large pre-trained language models to follow complex instructions

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-05-19T22:32:50.205970Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation d1ad10bc-4d82-4dbe-b6a2-7207ab14cb2d · outbound

This paper cites A Survey on Knowledge Distillation of Large Language Models.

Firefly: Illuminating Large-Scale Verified Tool-Call Data Generation from Real APIs A Survey on Knowledge Distillation of Large Language Models

Reference 21

Resolution: verified exact; local_arxiv, observed 2026-05-19T22:32:49.703926Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 1a7e0e56-3350-4102-9853-3d00002afb7b · outbound

This paper cites Toucan: Synthesizing 1.5 m tool-agentic data from real- world mcp environments.

Firefly: Illuminating Large-Scale Verified Tool-Call Data Generation from Real APIs Toucan: Synthesizing 1.5 m tool-agentic data from real- world mcp environments

Reference 22

Resolution: verified exact; arxiv_id, observed 2026-05-19T22:32:49.715526Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 3f91fde3-f9b4-4c56-b27f-62215bc2e17b · outbound

This paper cites Qwen3 Technical Report, May 2025.

Firefly: Illuminating Large-Scale Verified Tool-Call Data Generation from Real APIs Qwen3 Technical Report, May 2025

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-05-19T22:32:50.203981Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation fe6cecc6-e81e-4437-9a92-a91468a1c762 · outbound

This paper cites $\tau$-bench: A Benchmark for Tool-Agent-User Interaction in Real-World Domains.

Firefly: Illuminating Large-Scale Verified Tool-Call Data Generation from Real APIs $\tau$-bench: A Benchmark for Tool-Agent-User Interaction in Real-World Domains

Reference 24

Resolution: verified exact; local_arxiv, observed 2026-05-19T22:32:49.712511Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation eb8f0a76-4976-490a-9435-f3b16721f7ec · outbound

This paper cites Limitations.

Firefly: Illuminating Large-Scale Verified Tool-Call Data Generation from Real APIs Limitations

Reference 25

Resolution: malformed identifier; raw_fallback, observed 2026-05-19T22:32:50.201796Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Pith citing papers

Observation 33cbcf67-c751-4e06-82df-d41b5a216c8b · inbound

SENTINEL: Failure-Driven Reinforcement Learning for Training Tool-Using Language Model Agents cites this paper.

SENTINEL: Failure-Driven Reinforcement Learning for Training Tool-Using Language Model Agents Firefly: Illuminating Large-Scale Verified Tool-Call Data Generation from Real APIs

Reference 61

Resolution: metadata mismatch; local_arxiv, observed 2026-07-03T14:58:33.186358Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.