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On the structure of arguments, and what it means for dialogue. Henry Prakken COMMA-08 Toulouse, 28-05-2008. Overview. The structure of arguments: overview of state-of-the art Argument schemes A legal example Abstraction in dialogue Combining modes of reasoning Conclusions.
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On the structure of arguments, and what it means for dialogue Henry Prakken COMMA-08 Toulouse, 28-05-2008
Overview • The structure of arguments: overview of state-of-the art • Argument schemes • A legal example • Abstraction in dialogue • Combining modes of reasoning • Conclusions
The structure of arguments: current accounts • Assumption-based approaches • T = theory • A = assumptions, - is conflict relation on A • R = inference rules • A1 A yields an argument for p if A1 T |-R p • A2 for q attacks A1 if q - a for some a A1 • Inference-rule approaches • T = theory • R = inference rules, is conflict relation on R • T1 T yields an argument for p if T1|-R p • T’2 attacks T1 if T1 applies r1 and T2 applies r2 and r2 r1
The structure of arguments:An integrated view • Arguments have: • Premises • Of various types • A conclusion • Ways to get from premises to conclusion • Of various types • So arguments can be attacked on: • Their premises • Some types excluded • Their conclusion • The connection between premises and conclusion • Some types excluded
“Persons have the capacity to perform legal acts, unless the law provides otherwise” LegalCapacity Person Exc(R1) R1
LegalCapacity Person Exc(R1) R1 Exc(R1) R2 Minor Person < 18
LegalCapacity Person Exc(R1) R1 Exc(R1) R2 Minor Minor Person < 18 Person < 18 Married R3 Parents know Parents: “married”
“Undercutters” Undercutter! LegalCapacity Person Exc(R1) R1 Exc(R1) R2 Minor Minor Person < 18 Person < 18 Married R3 Biased Parents know Parents: “married” Parents Parents are biased
Argument schemes • Many arguments (and attacks) follow patterns • Much work in argumentation theory (Perelman, Toulmin, Walton, ...) • Argument schemes • Critical questions
Witness testimony(Walton 1996) • Critical questions: • Is W really in the position to know about P? • Did W really say that P? • Is W biased? Witness W is in the position to now about P W says that P Therefore (presumably), P is the case
Expert testimony(Walton 1996) • Critical questions: • Is E a genuine expert on D? • Did E really say that P? • Is P really within D? • Is E biased? • Is P consistent with what other experts say? • Is P consistent with known evidence? E is expert on D E says that P P is within D Therefore (presumably), P is the case
From evidence to hypothesis(Walton 1996) • Critical questions: • Is it the case that if P is true then Q is true? • Has Q been observed? • Could there be another reason why Q has been observed? If P is the case, then Q will be observed Q has been observed Therefore (presumably), P is the case
What is the logic of argument schemes? (1) • Generalised conditional premise • e.g. Katzav & Reed • Defeasible inference rule • e.g. me, Gordon(?), Verheij(?) Premises If Premises then typically Conclusion Therefore (presumably), Conclusion Premises Therefore (presumably), Conclusion
Argumentation schemes in AI • Pollock’s reasons • Perception • Memory • Induction • Statistical syllogism • Temporal persistence • ...
What can be done witharguments in dialogue? • State them (step-by-step or at once) • Speech acts for claiming, arguing • Attack them (stating a counterargument) • React to the premises • Speech acts for challenging, conceding, retracting, denying statements • React to the inference(?)
Theory building in dialogue • In my approach to (persuasion) dialogue: • Agents build a joint theory during the dialogue • An argument graph • Result (ideally) determined by arguments with no challenged or retracted premises
claim LegalCapacity
claim why LegalCapacity
claim why LegalCapacity since Person Exc(R1) R1
claim why LegalCapacity since Person Exc(R1) R1 Exc(R1) Exc(R1) since R2 Minor
claim why LegalCapacity since Person Exc(R1) R1 Exc(R1) Exc(R1) since Minor R2 why
claim why LegalCapacity since Person Exc(R1) R1 Exc(R1) Exc(R1) since R2 Minor since why Person < 18
claim why LegalCapacity since Person Exc(R1) R1 Exc(R1) Exc(R1) since R2 Minor since why Person < 18 concede
claim why LegalCapacity since Person Exc(R1) R1 Exc(R1) Exc(R1) since R2 Minor Minor since since why Person < 18 Person < 18 Married R3 concede
claim why LegalCapacity since Person Exc(R1) R1 Exc(R1) Exc(R1) since Minor R2 Minor since since why Married Person < 18 Person < 18 R3 concede why
claim why LegalCapacity since Person Exc(R1) R1 Exc(R1) Exc(R1) since R2 Minor Minor since since why Person < 18 Person < 18 Married R3 concede why since Parents know Parents: “married”
claim why LegalCapacity since Person Exc(R1) R1 Exc(R1) Exc(R1) since R2 Minor Minor since since why Person < 18 Person < 18 Married R3 concede why since Parents know Parents: “married” concede
claim why LegalCapacity since Person Exc(R1) R1 Exc(R1) Exc(R1) since R2 Minor Minor since since why Person < 18 Person < 18 Married R3 concede why Biased since since Parents know Parents: “married” Parents Parents are biased concede
claim why LegalCapacity since Person Exc(R1) R1 Exc(R1) Exc(R1) since R2 Minor Minor since since why Person < 18 Person < 18 Married R3 concede why Biased since since Parents know Parents: “married” Parents are biased Parents concede why
Reacting to inferences in dialogue • Critical questions of argument schemes: • either ask about a premise • covered above • or ask about defeaters. Since schemes are defeasibly valid: • Don’t ask the question but state a counterargument • But there is another way of asking about an inference …
Case study: Murder in a Frisian Boarding House (Floris Bex) Why?
Case study: Murder in a Frisian Boarding House (Floris Bex) Why? Why?
Abductive reasoning Louw has a fractured skull Louw dies Louw has brain damage
Case study: Murder in a Frisian Boarding House (Floris Bex) Why? Why? Why?
Abductive reasoning Louw has a fractured skull Louw was hit on the head by an angular object Louw dies Louw has brain damage Louw fell
Dialogue about abductive model Why the facts? Louw has a fractured skull Louw was hit on the head by an angular object Louw dies Louw has brain damage Louw fell
Dialogue about abductive model (4) Pathologist’s report • Police report • (coroner) Louw has a fractured skull Louw was hit on the head by an angular object Louw dies Louw has brain damage Louw fell
Dialogue about abductive model (4) Pathologist’s report • Police report • (coroner) Why the causal relations? Louw has a fractured skull Louw was hit on the head by an angular object Louw dies Louw has brain damage Louw fell
Dialogue about abductive model (4) Pathologist’s report • Police report • (coroner) Louw has a fractured skull Louw was hit on the head by an angular object Louw dies Louw has brain damage Louw fell
Case study: Murder in a Frisian Boarding House (Floris Bex) Why? Why?
Conclusions from the case study • Steps in an argument sometimes compresscomplex lines of reasoning • Dialogue systems should allow for ‘unpacking’ • Sometimes dialogues build theories that are not argument graphs • Sometimes these theories combine several forms of reasoning • A ‘logic’ for such combinations is needed
Default logic Murder? R1: Kill & Intent Murder R2: Self-defence R1 … S hit V, V died from hammer
Default logic O/I transformers IBE Murder? R1: Kill & Intent Murder R2: Self-defence R1 … S hit V, V died from hammer V died from hammer? S hit V? Causal model V’s blood on hammer Observations …..……
Bayesian PT Murder? R1: Kill & Intent Murder R2: Self-defence R1 … S hit V, V died from hammer Default logic O/I transformers V died from hammer? S hit V? Causal model V’s blood on hammer Observations …..…… IBE P(V’s blood on hammer| E)? Evidence Cond probs Priors
Obs? CM? Murder? R1: Kill & Intent Murder R2: Self-defence R1 … S hit V, V died from hammer Default logic O/I transformers V died from hammer? S hit V? Causal model V’s blood on hammer Observations …..…… P(V’s blood on hammer| E)? Evidence Cond probs Priors Bayesian PT Ev? CPs? Argumentation Priors? Testimonies
Murder? Murder? R1: Kill & Intent Murder R2: Self-defence R1 … S hit V, V died from hammer R1: Kill & Intent Murder R2: Self-defence R1 … S hit V S hit V? V died from hammer? V died from hammer? …..…… Causal model V’s blood on hammer Observations Causal model Observations Proof standard? P(V’s blood| E)? P(V’s blood| E)? Procedural law … Evidence Cond probs Priors Evidence Cond probs Priors’ Obs? Ev? CPs? Priors? CM? Testimonies
Final conclusions • Inference: • Study the combination of reasoning forms • Be open-minded: don’t force everything into the format of arguments • Dialogue: • Allow that argument can be about something else than arguments • Allow for switching between levels of abstraction