Paper Citation Record · LEDGER

Butterfly Effects in Toolchains: A Comprehensive Analysis of Failed Parameter Filling in LLM Tool-Agent Systems

As of 19 August 2026, this Paper Citation Record lists 31 of 31 outbound references and 5 inbound Pith citation observations for arXiv:2507.15296.

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

pith.paper-citation-record.v1
2507.15296 v1

Coverage vector

measured 31 of 31 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T15:39:59.563057Z

measured 36 of 36 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-19T06:32:44.657259+00:00

measured 5 of 5 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-15T16:19:43.660111Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-02T12:16:56.286769Z

Reference resolution

31 of 31 outbound references displayed

verified exact1
verified fuzzy1
unresolved29
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation fa08179f-f065-4f53-8e6c-2b63b4fa8970 · outbound

This paper cites Why Do Multi-Agent LLM Systems Fail?.

Butterfly Effects in Toolchains: A Comprehensive Analysis of Failed Parameter Filling in LLM Tool-Agent Systems Why Do Multi-Agent LLM Systems Fail?

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-06T15:39:56.793374Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6055e665-2e68-43cc-a117-fe9ca85f9190 · outbound

This paper cites Glaser and Anselm L.

Butterfly Effects in Toolchains: A Comprehensive Analysis of Failed Parameter Filling in LLM Tool-Agent Systems Glaser and Anselm L

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:40:01.651875Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 018f0567-62db-4bf4-82f9-7e0ac2f1ae47 · outbound

This paper cites Planning, Creation, Usage: Benchmarking LLMs for Comprehensive Tool Utilization in Real-World Complex Scenarios.

Butterfly Effects in Toolchains: A Comprehensive Analysis of Failed Parameter Filling in LLM Tool-Agent Systems Planning, Creation, Usage: Benchmarking LLMs for Comprehensive Tool Utilization in Real-World Complex Scenarios

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-06T15:39:56.955694Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0b1ca4a9-c1c7-4390-8c31-1e095790d3e2 · outbound

This paper cites MetaTool Benchmark for Large Language Models: Deciding Whether to Use Tools and Which to Use.

Butterfly Effects in Toolchains: A Comprehensive Analysis of Failed Parameter Filling in LLM Tool-Agent Systems MetaTool Benchmark for Large Language Models: Deciding Whether to Use Tools and Which to Use

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-06T15:39:57.024887Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4e4b38f2-aed7-4984-8a67-6875b823ef04 · outbound

This paper cites an unresolved cited work.

Butterfly Effects in Toolchains: A Comprehensive Analysis of Failed Parameter Filling in LLM Tool-Agent Systems Unresolved cited work

Reference 5

Resolution: unresolved; raw_fallback, observed 2026-08-06T15:40:01.479477Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation d0032756-4804-4446-b78b-14e8b91c678c · outbound

This paper cites Richard Landis and Gary G.

Butterfly Effects in Toolchains: A Comprehensive Analysis of Failed Parameter Filling in LLM Tool-Agent Systems Richard Landis and Gary G

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-06T15:39:57.184632Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e1a24832-d13e-49fc-87b5-7e755eab1c4d · outbound

This paper cites an unresolved cited work.

Butterfly Effects in Toolchains: A Comprehensive Analysis of Failed Parameter Filling in LLM Tool-Agent Systems Unresolved cited work

Reference 7

Resolution: unresolved; raw_fallback, observed 2026-08-06T15:40:01.333150Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 17feb6c5-08d6-4f61-85bd-791b80f50957 · outbound

This paper cites an unresolved cited work.

Butterfly Effects in Toolchains: A Comprehensive Analysis of Failed Parameter Filling in LLM Tool-Agent Systems Unresolved cited work

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-06T15:39:57.370449Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2065dfca-4776-4ec4-b6fd-34ad20d7434b · outbound

This paper cites ToolSandbox: A Stateful, Conversational, Interactive Evaluation Benchmark for LLM Tool Use Capabilities.

Butterfly Effects in Toolchains: A Comprehensive Analysis of Failed Parameter Filling in LLM Tool-Agent Systems ToolSandbox: A Stateful, Conversational, Interactive Evaluation Benchmark for LLM Tool Use Capabilities

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-06T15:39:57.418255Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1c547470-1b7c-4923-aecd-6c521ac251f5 · outbound

This paper cites WTU-EVAL: A Whether-or-Not Tool Usage Evaluation Benchmark for Large Language Models.

Butterfly Effects in Toolchains: A Comprehensive Analysis of Failed Parameter Filling in LLM Tool-Agent Systems WTU-EVAL: A Whether-or-Not Tool Usage Evaluation Benchmark for Large Language Models

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-06T15:39:57.542284Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e9ffa63c-70f6-4173-8508-d9a46c07c368 · outbound

This paper cites an unresolved cited work.

Butterfly Effects in Toolchains: A Comprehensive Analysis of Failed Parameter Filling in LLM Tool-Agent Systems Unresolved cited work

Reference 11

Resolution: unresolved; raw_fallback, observed 2026-08-06T15:40:01.105968Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 099076d4-87ec-4a82-9f80-9f462803e182 · outbound

This paper cites an unresolved cited work.

Butterfly Effects in Toolchains: A Comprehensive Analysis of Failed Parameter Filling in LLM Tool-Agent Systems Unresolved cited work

Reference 12

Resolution: unresolved; raw_fallback, observed 2026-08-06T15:40:00.799787Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation bfa690bb-61a7-45f8-8537-bceb37f4fc27 · outbound

This paper cites Gorilla: Large Language Model Connected with Massive APIs.

Butterfly Effects in Toolchains: A Comprehensive Analysis of Failed Parameter Filling in LLM Tool-Agent Systems Gorilla: Large Language Model Connected with Massive APIs

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-06T15:39:57.796789Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 07066978-696b-42b8-b2c4-2f45277e6c7b · outbound

This paper cites ToolLLM: Facilitating Large Language Models to Master 16000+ Real-world APIs.

Butterfly Effects in Toolchains: A Comprehensive Analysis of Failed Parameter Filling in LLM Tool-Agent Systems ToolLLM: Facilitating Large Language Models to Master 16000+ Real-world APIs

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-06T15:39:57.866824Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 24f604b3-d825-4bd4-b48d-2fe5dd0fbe6c · outbound

This paper cites Tool Learning with Large Language Models: A Survey.

Butterfly Effects in Toolchains: A Comprehensive Analysis of Failed Parameter Filling in LLM Tool-Agent Systems Tool Learning with Large Language Models: A Survey

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-06T15:39:57.879132Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d7a3ea26-13e1-426f-875a-fdceb6035826 · outbound

This paper cites Identifying the Risks of LM Agents with an LM-Emulated Sandbox.

Butterfly Effects in Toolchains: A Comprehensive Analysis of Failed Parameter Filling in LLM Tool-Agent Systems Identifying the Risks of LM Agents with an LM-Emulated Sandbox

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-06T15:39:57.963530Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0ff91483-f9bd-427e-b52e-bc1f71953158 · outbound

This paper cites TaskBench: Benchmarking Large Language Models for Task Automation.

Butterfly Effects in Toolchains: A Comprehensive Analysis of Failed Parameter Filling in LLM Tool-Agent Systems TaskBench: Benchmarking Large Language Models for Task Automation

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-06T15:39:58.036946Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b9d10cb4-386a-4b92-8903-de9afc1db038 · outbound

This paper cites Evaluating Tool-Augmented Agents in Remote Sensing Platforms.

Butterfly Effects in Toolchains: A Comprehensive Analysis of Failed Parameter Filling in LLM Tool-Agent Systems Evaluating Tool-Augmented Agents in Remote Sensing Platforms

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-06T15:39:58.175772Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 13194945-1e47-4f2a-a726-0c03b3dc4911 · outbound

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

Butterfly Effects in Toolchains: A Comprehensive Analysis of Failed Parameter Filling in LLM Tool-Agent Systems ToolAlpaca: Generalized Tool Learning for Language Models with 3000 Simulated Cases

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-06T15:39:58.247926Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation edd2d9bc-82ad-40c7-919f-1db594f80bb4 · outbound

This paper cites GTA: A Benchmark for General Tool Agents.

Butterfly Effects in Toolchains: A Comprehensive Analysis of Failed Parameter Filling in LLM Tool-Agent Systems GTA: A Benchmark for General Tool Agents

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-06T15:39:58.301037Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation db37ce52-f7b5-4155-870b-f18fceae2051 · outbound

This paper cites MTU-Bench: A Multi-granularity Tool-Use Benchmark for Large Language Models.

Butterfly Effects in Toolchains: A Comprehensive Analysis of Failed Parameter Filling in LLM Tool-Agent Systems MTU-Bench: A Multi-granularity Tool-Use Benchmark for Large Language Models

Reference 21

Resolution: verified exact; local_arxiv, observed 2026-08-06T15:39:59.805849Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 1e89ab88-2ef3-4639-8dfd-d07fa17e9c6a · outbound

This paper cites The Rise and Potential of Large Language Model Based Agents: A Survey.

Butterfly Effects in Toolchains: A Comprehensive Analysis of Failed Parameter Filling in LLM Tool-Agent Systems The Rise and Potential of Large Language Model Based Agents: A Survey

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-06T15:39:58.536778Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cc1561ba-e959-4eed-a85f-9effc6b056e5 · outbound

This paper cites Qwen2.5 Technical Report.

Butterfly Effects in Toolchains: A Comprehensive Analysis of Failed Parameter Filling in LLM Tool-Agent Systems Qwen2.5 Technical Report

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-06T15:39:58.678031Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 554a97c0-2d24-44d9-9699-165d396c9e6d · outbound

This paper cites LLM Lies: Hallucinations are not Bugs, but Features as Adversarial Examples.

Butterfly Effects in Toolchains: A Comprehensive Analysis of Failed Parameter Filling in LLM Tool-Agent Systems LLM Lies: Hallucinations are not Bugs, but Features as Adversarial Examples

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-06T15:39:58.795247Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ee0df568-7c51-476b-acad-6e8f42a7fd51 · outbound

This paper cites ToolEyes: Fine-Grained Evaluation for Tool Learning Capabilities of Large Language Models in Real-world Scenarios.

Butterfly Effects in Toolchains: A Comprehensive Analysis of Failed Parameter Filling in LLM Tool-Agent Systems ToolEyes: Fine-Grained Evaluation for Tool Learning Capabilities of Large Language Models in Real-world Scenarios

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-06T15:39:58.888932Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 685b145e-471b-42ad-8cfa-d2d6695d3892 · outbound

This paper cites ToolSword: Unveiling Safety Issues of Large Language Models in Tool Learning Across Three Stages.

Butterfly Effects in Toolchains: A Comprehensive Analysis of Failed Parameter Filling in LLM Tool-Agent Systems ToolSword: Unveiling Safety Issues of Large Language Models in Tool Learning Across Three Stages

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-06T15:39:59.000880Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9946ab0c-a26e-45d0-8618-9471339025fb · outbound

This paper cites an unresolved cited work.

Butterfly Effects in Toolchains: A Comprehensive Analysis of Failed Parameter Filling in LLM Tool-Agent Systems Unresolved cited work

Reference 27

Resolution: unresolved; raw_fallback, observed 2026-08-06T15:40:00.657980Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 21146ab4-ebd9-44c2-baf4-ea3c5bfd869d · outbound

This paper cites Agent Security Bench (ASB): Formalizing and Benchmarking Attacks and Defenses in LLM-based Agents.

Butterfly Effects in Toolchains: A Comprehensive Analysis of Failed Parameter Filling in LLM Tool-Agent Systems Agent Security Bench (ASB): Formalizing and Benchmarking Attacks and Defenses in LLM-based Agents

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-06T15:39:59.287602Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b495ae77-b5de-4f11-9988-b826f07384e2 · outbound

This paper cites an unresolved cited work.

Butterfly Effects in Toolchains: A Comprehensive Analysis of Failed Parameter Filling in LLM Tool-Agent Systems Unresolved cited work

Reference 29

Resolution: unresolved; raw_fallback, observed 2026-08-06T15:40:00.354598Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation fb8cb7c4-efd5-447b-a4a5-43dd05101ddc · outbound

This paper cites online" 'onlinestring :=.

Butterfly Effects in Toolchains: A Comprehensive Analysis of Failed Parameter Filling in LLM Tool-Agent Systems online" 'onlinestring :=

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-06T15:39:59.443894Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ff0cb2ce-bc6f-4554-8963-703fee137b39 · outbound

This paper cites write newline.

Butterfly Effects in Toolchains: A Comprehensive Analysis of Failed Parameter Filling in LLM Tool-Agent Systems write newline

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-06T15:39:59.563057Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation 29a3692e-d7aa-40c3-95ec-cbad89f9a31a · inbound

Focusing by Contrastive Attention: Enhancing VLMs' Visual Reasoning cites this paper.

Focusing by Contrastive Attention: Enhancing VLMs' Visual Reasoning Butterfly Effects in Toolchains: A Comprehensive Analysis of Failed Parameter Filling in LLM Tool-Agent Systems

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-15T16:19:43.660111Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation aaa8d585-aca6-434a-b166-36355af8b852 · inbound

When Agents Look the Same: Quantifying Distillation-Induced Similarity in Tool-Use Behaviors cites this paper.

When Agents Look the Same: Quantifying Distillation-Induced Similarity in Tool-Use Behaviors Butterfly Effects in Toolchains: A Comprehensive Analysis of Failed Parameter Filling in LLM Tool-Agent Systems

Reference 6

Resolution: verified exact; arxiv_id, observed 2026-05-11T14:16:18.498457Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 87714e8d-ba27-49b3-94c8-09466e150bbe · inbound

Learning to Act under Noise: Enhancing Agent Robustness via Noisy Environments cites this paper.

Learning to Act under Noise: Enhancing Agent Robustness via Noisy Environments Butterfly Effects in Toolchains: A Comprehensive Analysis of Failed Parameter Filling in LLM Tool-Agent Systems

Reference 20

Resolution: metadata mismatch; arxiv_id, observed 2026-06-29T16:53:40.615048Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 8459cdd5-bd57-4d23-a374-8c9b3c611bff · inbound

Can Agents Generalize to the Open World? Unveiling the Fragility of Static Training in Tool Use cites this paper.

Can Agents Generalize to the Open World? Unveiling the Fragility of Static Training in Tool Use Butterfly Effects in Toolchains: A Comprehensive Analysis of Failed Parameter Filling in LLM Tool-Agent Systems

Reference 47

Resolution: metadata mismatch; arxiv_id, observed 2026-07-02T12:16:56.288759Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 5aa1a9a4-d62e-4397-9a4d-089244ffaa84 · inbound

Model or Harness? An Interaction-Centric Taxonomy for Localizing Agent Failures cites this paper.

Model or Harness? An Interaction-Centric Taxonomy for Localizing Agent Failures Butterfly Effects in Toolchains: A Comprehensive Analysis of Failed Parameter Filling in LLM Tool-Agent Systems

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-03T00:25:07.884043Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.