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Paper Citation Record · LEDGER

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

As of 19 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 2026-08-19T06:32:44.657259+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=sha256:35d0e05a0a15600488e43b38804af22a0e4ce340144c61d66c02a16d109cfe49

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=sha256:551c57f1b5e304de87a66f6886e52351d5c16d3e98e7bc0cc905f23ddee3ea25

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=sha256:407037b1148d55ce89d07816f373e93a0ef7a80c1d2aac2e963a9af66cc244d9

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 2026-08-19T06:32:44.657259+00:00.

source=arxiv_source observed=2026-08-15T16:22:29.274141Z digest=sha256:3b10aef923149bdb67e7a50dadf5d2808a7f2a36335e93c104e2b067c18c3742

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=sha256:0650ee34c44537a60e1e128ea34b30dc085598c336d910d0a4e792081d24e7c8

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:bcfb418f6f567c612512f7d0e5a95f794cd235b616923e1b3b8c27493e6ae811

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=sha256:2b1f74cd99f1d3d03ced2614415509e3410c0ff363ac0ed39d3449b31e13cabc

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:b3933ca89e2a8312cf3890b53d2214301677e404b15b6106a9a0bfaf582bf22c

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:ec54adad93c286b7fec7a98935ab7fc925c1d407f19ac54103b671781683ccb3

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:b731b08986e02ced46fa727ab5d648ece3707f8a4deda4d45f7c2c637bbb6784

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:fd9bbbe2a5296b18bb631266ee03798a0b3c80755016b8276f200ed1011c4266

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:a37e654be6ca0da0f013945b1d6a90b454148a8a86ebf4c06af0a3d4c8119872

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=sha256:8e2ef889638f9cd22a9e98d83107a575e5b32b1a455b7396004c87ea063e5c19

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=sha256:3773b10d69d96d4d3557ad91d80dddfdc9a8b6a2269d61b000383360105549b7