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Paper Citation Record · LEDGER

Evaluating Multi-Turn Bargain Skills in LLM-Based Seller Agent

As of 22 August 2026, this Paper Citation Record lists 13 of 13 outbound references and 1 inbound Pith citation observation for arXiv:2509.06341.

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

pith.paper-citation-record.v1
2509.06341 v1

Coverage vector

measured 13 of 13 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-15T16:22:29.330309Z

measured 14 of 14 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 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-04T01:23:15.953377Z

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

13 of 13 outbound references displayed

  • verified exact1
  • verified fuzzy0
  • unresolved12
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation d015bfbc-1ed3-4a1d-973f-768eab947467 · outbound

This paper cites MultiWOZ - A Large - Scale Multi - Domain Wizard -of- Oz Dataset for Task - Oriented Dialogue Modelling.

Evaluating Multi-Turn Bargain Skills in LLM-Based Seller Agent MultiWOZ - A Large - Scale Multi - Domain Wizard -of- Oz Dataset for Task - Oriented Dialogue Modelling

Reference 1

Resolution
unresolved
no resolver link, observed 2026-08-15T16:22:29.254953Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T16:22:29.254953Z digest=sha256:21c9d5dfdd0f19e8bfffbc1cbb85b4d41be35cc9763b675adb22a775364911c1

Observation 7fe4dcf8-692f-4fd6-8301-1582eec86b2f · outbound

This paper cites NegotiationToM : A Benchmark for Stress -testing Machine Theory of Mind on Negotiation Surrounding.

Evaluating Multi-Turn Bargain Skills in LLM-Based Seller Agent NegotiationToM : A Benchmark for Stress -testing Machine Theory of Mind on Negotiation Surrounding

Reference 2

Resolution
unresolved
no resolver link, observed 2026-08-15T16:22:29.261356Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T16:22:29.261356Z digest=sha256:7da058ebd6f8b3907797ce3f27b5695a44f93fb368569b2143707c54b570af51

Observation 4002bfb8-8fec-4712-be75-f02729d43f94 · outbound

This paper cites ACEBench : Who Wins the Match Point in Tool Usage ?, July 2025.

Evaluating Multi-Turn Bargain Skills in LLM-Based Seller Agent ACEBench : Who Wins the Match Point in Tool Usage ?, July 2025

Reference 3

Resolution
unresolved
no resolver link, observed 2026-08-15T16:22:29.266940Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T16:22:29.266940Z digest=sha256:dc912d4e8a3f4271ca542d64b0fe6988f199324291a347ab777fb060598a417d

Observation 874fafc9-39e9-43f5-aafe-99250e23594e · outbound

This paper cites Davidson, Veniamin Veselovsky, Martin Josifoski, Maxime Peyrard, Antoine Bosselut, Michal Kosinski, and Robert West.

Evaluating Multi-Turn Bargain Skills in LLM-Based Seller Agent Davidson, Veniamin Veselovsky, Martin Josifoski, Maxime Peyrard, Antoine Bosselut, Michal Kosinski, and Robert West

Reference 4

Resolution
verified exact
doi, observed 2026-08-15T16:22:29.523853Z

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=arxiv_source observed=2026-08-15T16:22:29.274141Z digest=sha256:290973aeaa2117da3058cc241b2f3715f2e771cb9a179ea8032e22085725225e

Observation f2691652-429f-4ad2-aab8-9179d87bb678 · outbound

This paper cites FishBargain : An LLM - Empowered Bargaining Agent for Online Fleamarket Platform Sellers.

Evaluating Multi-Turn Bargain Skills in LLM-Based Seller Agent FishBargain : An LLM - Empowered Bargaining Agent for Online Fleamarket Platform Sellers

Reference 5

Resolution
unresolved
no resolver link, observed 2026-08-15T16:22:29.279731Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T16:22:29.279731Z digest=sha256:92052ed23d02b6c5191e9c1983d8f142412054a4ff5e064da58394241954a204

Observation a47ea453-e8f7-47b0-a768-be24fc0bf054 · outbound

This paper cites Evaluating LLM -based Agents for Multi - Turn Conversations : A Survey , March 2025.

Evaluating Multi-Turn Bargain Skills in LLM-Based Seller Agent Evaluating LLM -based Agents for Multi - Turn Conversations : A Survey , March 2025

Reference 6

Resolution
unresolved
no resolver link, observed 2026-08-15T16:22:29.284990Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T16:22:29.284990Z digest=sha256:e7ee24a7c56e03fa7f943a112151e2aa1f4af297bf59767a88d04ed0bd69c166

Observation 5a4b0040-58f2-4246-a981-cf81175bf40a · outbound

This paper cites Decoupling Strategy and Generation in Negotiation Dialogues.

Evaluating Multi-Turn Bargain Skills in LLM-Based Seller Agent Decoupling Strategy and Generation in Negotiation Dialogues

Reference 7

Resolution
unresolved
no resolver link, observed 2026-08-15T16:22:29.290595Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T16:22:29.290595Z digest=sha256:997d77555caf01ed9ad5c007e95e9bb202d35424416d7780f73f564efa195656

Observation 5586ab50-26d1-4e7b-bf22-280d564c40df · outbound

This paper cites Deal or No Deal ? End -to- End Learning of Negotiation Dialogues.

Evaluating Multi-Turn Bargain Skills in LLM-Based Seller Agent Deal or No Deal ? End -to- End Learning of Negotiation Dialogues

Reference 8

Resolution
unresolved
no resolver link, observed 2026-08-15T16:22:29.296851Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T16:22:29.296851Z digest=sha256:55dcd6af0f85589de87ab8cbda4b0527b51291c7a8a3a277c711c784870725cf

Observation b123de38-c5b1-462e-8c95-5b6848912e06 · outbound

This paper cites ToolACE: Winning the Points of LLM Function Calling.

Evaluating Multi-Turn Bargain Skills in LLM-Based Seller Agent ToolACE: Winning the Points of LLM Function Calling

Reference 9

Resolution
unresolved
no resolver link, observed 2026-08-15T16:22:29.303063Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T16:22:29.303063Z digest=sha256:a9685c85ce686e1014a18d4184074b69277c7f560f6017532ed05f286d193100

Observation 8afcd637-f2ef-4e8c-9997-c691372ce44d · outbound

This paper cites Debt Collection Negotiations with Large Language Models: An Evaluation System and Optimizing Decision Making with Multi-Agent.

Evaluating Multi-Turn Bargain Skills in LLM-Based Seller Agent Debt Collection Negotiations with Large Language Models: An Evaluation System and Optimizing Decision Making with Multi-Agent

Reference 10

Resolution
unresolved
no resolver link, observed 2026-08-15T16:22:29.310232Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T16:22:29.310232Z digest=sha256:7759fcfd105df3b8c279940c2655ec07e6ac4eb610bb045601fc659d62edff16

Observation bc8bc95a-6ba7-44a5-ab9a-a7740ebe730d · outbound

This paper cites Measuring Bargaining Abilities of LLMs: A Benchmark and A Buyer-Enhancement Method.

Evaluating Multi-Turn Bargain Skills in LLM-Based Seller Agent Measuring Bargaining Abilities of LLMs: A Benchmark and A Buyer-Enhancement Method

Reference 11

Resolution
unresolved
no resolver link, observed 2026-08-15T16:22:29.316774Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T16:22:29.316774Z digest=sha256:fd445d3c20f75402b21683b916a24a3acfb558ad6b58384fe997b05fa3c37b6a

Observation b47495f1-cd3f-491d-bfbd-3e7de3ee20d0 · outbound

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

Evaluating Multi-Turn Bargain Skills in LLM-Based Seller Agent $\tau$-bench: A Benchmark for Tool-Agent-User Interaction in Real-World Domains

Reference 12

Resolution
unresolved
no resolver link, observed 2026-08-15T16:22:29.323552Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T16:22:29.323552Z digest=sha256:8fa081cfab4575ed2a3761851f84715203a891856924ff78719185b8a8ed7d26

Observation 4d965c52-053c-4a00-88d6-c95fd9cbf8ed · outbound

This paper cites SOTOPIA: Interactive Evaluation for Social Intelligence in Language Agents.

Evaluating Multi-Turn Bargain Skills in LLM-Based Seller Agent SOTOPIA: Interactive Evaluation for Social Intelligence in Language Agents

Reference 13

Resolution
unresolved
no resolver link, observed 2026-08-15T16:22:29.330309Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T16:22:29.330309Z digest=sha256:8b91ba43e3e6ed820562cd87d4cd6449a772d7b5c91fc6ba02cd2a0207ee5295

Pith citing papers

Observation 9ab47d8a-a8eb-4d68-991f-05d1f27da50e · inbound

Can LLM Agents Price Competitively? A Dynamic Multi-Attribute Auction Benchmark for Agentic Commerce cites this paper.

Can LLM Agents Price Competitively? A Dynamic Multi-Attribute Auction Benchmark for Agentic Commerce Evaluating Multi-Turn Bargain Skills in LLM-Based Seller Agent

Reference 64

Resolution
unresolved
no resolver link, observed 2026-08-04T01:23:15.953377Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-04T01:23:15.953377Z digest=sha256:268cff27c492b39322ef1ae02799d83ae5d0bd9a964a557741a92d2e8c466680