Abstract
Parallelism effects refer to the facilitated processing of a target structure when it follows a similar, parallel structure. In coordination, a parallelism-related conjunction triggers the expectation that a second conjunct with the same structure as the first conjunct should occur. It has been proposed that parallelism effects reflect the use of the first structure as a template that guides the processing of the second. In this study, we examined the role of parallelism in real-time anaphora resolution by charting activation patterns in coordinated constructions containing anaphora, Verb-Phrase Ellipsis (VPE) and Noun-Phrase Traces (NP-traces). Specifically, we hypothesised that an expectation of parallelism would incite the parser to assume a structure similar to the first conjunct in the second, anaphora-containing conjunct. The speculation of a similar structure would result in early postulation of covert anaphora. Experiment 1 confirms that following a parallelism-related conjunction, first-conjunct material is activated in the second conjunct. Experiment 2 reveals that an NP-trace in the second conjunct is posited immediately where licensed, which is earlier than previously reported in the literature. In light of our findings, we propose an intricate relation between structural expectations and anaphor resolution.
Keywords: Parallelism, Anaphora, Ellipsis, Unaccusative verbs
Structural priming is a well-established phenomenon in psycholinguistics, whereby a structure tends to repeat over time (see Pickering & Ferreira, 2008 for a review). In comprehension, structural priming can be seen in the facilitated processing of a target structure when it is preceded by a similar, parallel structure (Carey, Mehler, & Bever, 1970; Mehler & Carey, 1967). In this paper we provide some background on structural priming and parallelism effects. We then discuss the role of parallelism in anaphora resolution, a premise tested in the current study. We then introduce evidence on the real-time processing of Verb-Phrase Ellipsis (VPE) and Unaccusative (UA) Verbs, two anaphoric constructions we employed to verify our hypothesis that parallelism facilitates the online resolution of anaphora.
Facilitation effects in comprehension
Experimental evidence indicates that syntactic priming can affect processing in various ways. For example, a prime-target structural match results in shorter reading times in a variety of locally ambiguous sentences, indicating that the prime’s structure guides the parsing of the target (Branigan, Pickering, Liversedge, Stewart, & Urbach, 1995; Branigan, Pickering, & McLean, 2005; Ledoux, Traxler, & Swaab, 2007). Similarly, visual-world eye-movement studies of ditransitive verbs (that can take an object or a prepositional complement) demonstrated that a prime sentence creates the anticipation for a similar structure in a target sentence (Arai, van Gompel, & Scheepers, 2007; Carminati, van Gompel, Scheepers, & Arai, 2008; Thothathiri & Snedeker, 2008). Priming also induces a stronger bias in offline interpretations of Prepositional Phrase attachment ambiguities such that interpretations are more often selected if they match the structure of the prime sentence (Kim, Carbary, & Tanenhaus, 2009). Importantly, priming is obtained even in the absence of lexical overlap between prime and target sentences, confirming the syntactic nature of the effect (Kim et al., 2009; but see Branigan et al., 2005; Ledoux et al., 2007; Traxler, 2008). These findings indicate that the processor assumes the prime’s structure when processing the target sentence, a strategy that applies in real-time.
A related strategy seems to apply within sentences as well. The parallelism effect refers to comprehenders’ preference for structurally similar (i.e., parallel) conjuncts in coordinated sentences. An early study compared the processing of coordinated sentences with and without parallel conjuncts:
(1) The tall gangster hit John and the short thug hit Sam. (2) John was hit by the tall gangster and the short thug hit Sam.
In (1), the conjuncts share identical structure; in (2), the first conjunct is in the passive voice, by contrast with the second, active-voiced conjunct. The second conjunct was read faster in the parallel sentences (1) than in the nonparallel sentences (2) (Frazier, Taft, Roeper, Clifton, & Ehlrich, 1984). Studies of eye-movement during reading have also observed this facilitation for parallel conjuncts, indicating that parallelism influences real-time processing in coordination (Frazier, Munn, & Clifton, 2000; Sturt, Keller, & Dubey, 2010). Additional eye-tracking studies have document parallelism effects in German (Apel, Knoeferle, & Crocker, 2007; Knoeferle, 2007; Knoeferle & Crocker, 2009) with ambiguous and unambiguous constructions, and with marked and unmarked constituent order (Apel et al., 2007; Knoeferle & Crocker, 2009). Facilitated processing for parallel conjuncts is thus a cross-linguistic phenomenon that is not tied to a language-specific grammar. In effect, since the grammar does not regulate the internal structure of conjuncts, the preference for parallel conjuncts (or cost for nonparallel conjuncts) is unlikely to be attributable to a grammatical constraint and more likely to reflect a processing strategy (Frazier et al., 2000).
This processing strategy appears to be an expectation of parallel structure in coordinated environments (semantic parallelism may also contribute to parallelism effects; see Knoeferle & Crocker, 2009). This strategy is not the result of comprehenders’ use of the prime as a cue to predict the upcoming sentence, but rather is tied to processes intrinsic to the parser (Traxler & Tooley, 2009). Hence, it seems the processor expects the structure of a second conjunct to parallel that of the first conjunct. Parallelism effects appear to reflect a processing cost for structures that violate the structural expectation—namely, for nonparallel structures (Apel et al., 2007; Frazier et al., 2000, 1984; Knoeferle & Crocker, 2009; Pickering, Branigan, Cleland, & Stewart, 2000).
In short, the processor expects the first-conjunct structure to be re-used and experiences difficulty if the second structure is unexpected (i.e., nonparallel). What mechanism could underlie this parallelism effect? The expectation of parallelism may be induced by the conjunction: parallelism effects are found in and- and while-conjoined sentences, and not in but-conjoined sentences (Knoeferle, 2007). Interestingly, the first two conjunctions semantically imply a parallel between conjuncts, whereas the conjunction “but” introduces a contrast. Hence, the conjunction may trigger the processor to expect a parallel second conjunct. How would this expectation be realised in real-time? The Sustained Activation Hypothesis (SAH) proposes that when a cue associated with parallelism is encountered (e.g., the conjunction “and”), first-conjunct material is reactivated from memory and remains active until it can be integrated into the second conjunct (Callahan, Shapiro, & Love, 2010). A cross-modal priming study tracked verb activation in “and”-coordinated sentences to test the SAH. Priming effects for the first-conjunct verb were obtained at the verb’s offset, were absent immediately before the conjunction, and returned to significant levels immediately after the conjunction and throughout the second clause (Callahan et al., 2010). In other words, the parallelism-implying conjunction triggers the activation of the first-conjunct verb, which is maintained active until its integration into the second conjunct. Although more research is warranted to explore the nature of this reactivation, this evidence is consistent with the premise that the processor leans on the first conjunct to parse the second conjunct.
THE CURRENT STUDY
Parallelism in anaphora resolution
In the current study we aimed to evaluate the role of parallelism in online anaphora resolution. There are many hints in the literature that point to a close relation between parallelism and anaphora resolution. Structural parallelism can bias an ambiguous pronoun to corefer with an antecedent in the same structural position (Sheldon, 1974):
(3) William hit Oliver and he slapped Rod. (he = William) (4) William hit Oliver and Rod slapped him. (him = Oliver)
In these examples, the pronoun (he and him) is ambiguous between referring to the first-conjunct subject (William) or object (Oliver). Yet, a clear preference in interpretation is found for the subject in (3) and the object in (4) (Smyth, 1994). That is, comprehenders favor the antecedent in the same structural position as the pronoun. Interestingly, Smyth (1994) briefly suggests that the activation of the first- clause structure facilitates the antecedent search by priming its structure, a hypothesis akin to the proposal tested in the current study.
Parallelism effects have similarly been reported in elliptical constructions. In fact, the processing advantage for parallel structures has been argued to be even stronger in elliptical structures (Fox, 2000; Kehler, 2000), suggesting that ellipsis draws upon parallelism in a way that nonelliptical sentences do not. Experimental evidence has repeatedly demonstrated that an elliptical clause is processed more quickly following a parallel antecedent (Arregui, Clifton, Frazier, & Moulton, 2006; Dickey & Bunger, 2011; Mauner, Tanenhaus, & Carlson, 1995; Tanenhaus & Carlson, 1990). Furthermore, an antecedent seems to be re-activated earlier in elliptical constructions conjoined by a parallelism-implying conjunction (“and”) than in elliptical sentences otherwise conjoined (Poirier, Wolfinger, Spellman, & Shapiro, 2010; Shapiro & Hestvik, 1995).
Hence, structural parallelism between an anaphor and its antecedent is preferred in several types of anaphoric relations. We hypothesised that this preference follows from the expectation of structural similarity. In effect, we note that these anaphoric relations often appear in “and”-coordinated constructions. We surmise that the conjunction induces an expectation of parallelism, triggering the reliance on first-conjunct structure to predict structure in the second-conjunct. The resolution of anaphora in the second conjunct is helped, we propose, by this structural prediction. To test this theory, we selected an “and”-conjoined construction, VPE, in which we placed a difficult-to-process covert anaphor (a Noun-Phrase trace (NP-trace)).
Verb-phrase ellipsis and unaccusative verbs
Verb-Phrase Ellipsis (VPE) is a common sentence structure in which a part is missing and must be reconstructed from a previous clause. In (5), for example, the fireman also bought a tie, but a VPE (did too) substitutes for the verb phrase (VP):
(5) The policeman [bought a tie]VP and the fireman [did too]VPE according to the sales clerk.
To understand what the fireman did, the ellipsis must be linked to its antecedent, the verb phrase (VP) “bought a tie”. In processing terms, the parser must detect the ellipsis and identify and retrieve its antecedent. Previous work from Shapiro and colleagues has shown that the antecedent VP is reactivated as soon as the ellipsis is detected (at the offset of the bare auxiliary did), at least in “and”-conjoined constructions (Shapiro & Hestvik, 1995; Shapiro, Hestvik, Lesan, & Garcia, 2003). Importantly for our study, the subject of the antecedent clause (policeman) is not reactivated at the elision site. Thus, only the syntactically-defined antecedent (the VP) is re-accessed to interpret VPE, and not all arguments of the verb (see also Koeneman, Baauw, & Wijnen, 1998 for a related proposal).
This conclusion is crucial to interpret the activation patterns when the antecedent contains an anaphor such as a reflexive:
(6) The policemani [defended himselfi]VP and the fireman [did too]VPE, according to the sales clerk.
This sentence has two potential interpretations: “the fireman defended the fireman” (sloppy reading) or “the fireman defended the policeman” (strict reading). The ambiguity in interpretation arises from the presence of an anaphor (the reflexive himself) within the antecedent. When the VP is reconstructed at the ellipsis site, the referent-seeking reflexive can be linked to a local antecedent, fireman, or can carry over its relation with its previous antecedent, policeman (see Shapiro et al., 2003 for the detailed computational steps). This interpretive ambiguity is reflected in processing, where both subjects policeman and fireman are found activated at the elision site.
In the present study, we introduce a different type of anaphor in VPE constructions: a NP-trace, associated with UA verbs. These predicates only have one argument, a subject (“The dog disappeared”). However, the verb’s argument is claimed to have originated postverbally in object position (7a), and then is displaced to appear as a subject (7b):
(7) Subject-Verb-Object Syntactic positions
Agent-Verb-Theme Thematic Roles
a. [Ø] disappeared the dog. Sentence generated
b. [The dog]i disappeared[tracei]. Sentence heard
This syntactic analysis, the Unaccusativity Hypothesis (Burzio, 1986; Perlmutter, 1978), accounts for the observation that subjects of UA verbs are not agents of the action, but are rather undergoing the action described by the verb (the dog is not causing anyone to disappear: the dog is, itself, vanishing). Since the role of “undergoer” or “theme” of the action is attributed to objects, the noun phrase receives the appropriate theta-role postverbally and then is displaced to the preverbal position for theory-internal reasons. More to the point of our study, the displacement leaves a trace in the object position whose antecedent is the surface subject (dog).
By contrast, the sole argument of unergative verbs (UE; “The student laughed”) is a true subject: the student is actively doing the action of laughing. Consequently, the subject receives the role of agent of the action in the preverbal position and no postverbal trace is postulated with UE verbs. Friedmann, Shapiro, Taranto, and Swinney (2008); see also Burkhardt, Pinango, & Wong, 2003) observed a processing difference between UA and UE verbs: postverbal priming for the subject was only obtained with UAverbs. These results are in line with the predictions that the presence of the trace with UA verbs would trigger the postverbal reactivation of the trace’s antecedent, the subject. Since no trace follows UE verbs, no such reactivation was expected with these predicates. In sum, UA verbs yield a trace in the object position whose antecedent is the subject, whereas UE verbs do not involve traces.
Bringing everything together, in a first experiment we tracked reactivation patterns in the second conjunct (the elliptical clause) of VPE constructions containing UA and UE verbs. We contrasted two hypotheses: The Syntactic Reactivation Hypothesis (SRH), which predicts that only UAverbs, and not UEs, will trigger reactivation of the first-clause subject (Friedmann et al., 2008) in the elliptical clause. The subject of UAs is base-generated in the object position, within the VP; in VPE constructions, the elided VP gets its reference from the VP in the antecedent clause. Thus, it is predicted that the first-clause VP (i.e., the verb and the NP-trace object, along with its dependency to the subject NP1) will be re-accessed at the elision site, triggering the reactivation of NP1. The second hypothesis, the SAH, suggests that the parallelism-implying conjunction “and” should trigger activation of first-clause material in the elliptical clause, regardless of verb type. Furthermore, the SAH predicts that NP1 should be activated in the elliptical clause starting at the earliest point after the occurrence of the conjunction.
EXPERIMENT 1: NP1 ACTIVATION IN ELLIPTICAL CLAUSE
Participants
Forty-five students from San Diego State University participated in Experiment 1 for course credit.1 All participants were monolingual native speakers of English with normal or corrected-to-normal auditory and visual acuity. Participants reported that they had not been exposed to a second language before the age of six and had no history of neurological injury or learning disorder.
Materials, design, procedure
Eighteen nonalternating UA verbs and eighteen UE verbs were selected based on the criteria detailed in Friedmann et al. (2008); these criteria included three diagnostics: (1), occurrence with there-constructions, (2) ungrammaticality with direct objects, and (3) inability to undergo passivisation. These 36 verbs were placed into sentences containing a VPE as exemplified in (8).
(8) [The dog]NP1 disappearedUA in the crowded street fair and the child with the blue jumpsuit on [did too]VPE, much to the family’s dismay.
The structure of the test sentences matched the following template: an NP subject of the antecedent clause, a UA/UE verb, a prepositional phrase, a conjunction of coordination (and), an NP subject of the elliptical clause (NP2), a preposition phrase, a VPE of the form did too and an ending phrase. Prepositional phrases always started with in, with or from; those in the elliptical clause were kept constant at a length that provided enough time for the decay of NP2 activation before the VPE (between 5 and 7 syllables). Ending phrases were included to allow for the testing of a probe position downstream from the elision site (did too) while circumventing end-of-sentence wrap-up effects (Balogh, Zurif, Prather, Swinney, & Finkel, 1998). Lastly, sentences were constructed with semantically-unrelated noun phrases so as to prevent indirect priming effects (for example, the words cat and ball, which are strongly associated with dog, were purposefully avoided in (8)).
In addition to the 36 test sentences, 64 fillers were generated. Twenty tokens were elliptical sentences with transitive verbs, while the remaining 44 constructions varied in syntactic complexity and length but, importantly, were nonelliptical. In addition to these items, 20 yes/no questions per session were composed (30% of the questions referred to test tokens). The questions were presented at irregular intervals with the goal of encouraging attention to the sentences. Finally, an additional 10 sentences and two questions were created to form a practice session. In sum, 36 out of the 132 tokens that composed a session were test items.
All sentences were associated with visual probes that overall formed English words half of the time (i.e., participants made the lexical decision on as many words as nonwords). Fillers were assigned a single probe that was either an English word or a nonword. Test sentences were assigned a pair of visual probes that were English words. One probe was semantically related to the subject of the antecedent clause (NP1); the second probe was semantically unrelated to NP1. Related and control/unrelated probes were matched on frequency and baseline reaction times.2 Importantly, particular attention was given to avoid any additional semantic relatedness between the prime, the probes and the remaining of the sentences, especially the verbs. For fillers (including practice), 19 of the probes were English words (never semantically related to the filler sentences) and the remaining 55 probes were nonwords of English. In short, across practice items, fillers and test sentences, exactly half of the visual probes were real words of English and only 18/132 had a semantic relation to their associated sentence. Control and related probes for each test sentence are included in Appendix 1.
Probe positions in fillers were randomly dispersed, preventing participants from predicting the appearance of probes. For the test sentences, probes positions were precisely determined based on structure (positions approximated below):
(9) [The dog]NP1 disappeared in the crowded street fair and the child with the blue jump ➀ suit on [did ➁ too]VPE, much to the ➂ family’s dismay.
Related Probe: cat Control Probe: bus
Probe positions centered on the elision site: the offset of the auxiliary did was defined as the second probe position (PP2). A pre-elision site position (PP1) was established at least 600 ms earlier than PP2 and served as a baseline in activation. The third position (PP3) was placed 750 ms after PP2 based on Friedmann et al.’s findings that UAverbs reactivate their subject/object downstream from their licensing point. Overall, participants could not predict when a probe would appear in the sentence or whether it would or would not form an English word.
Design
The design was a mixed-factor 2 × 3 × 2 design with verb type (UA, UE), probe position (PP1, PP2, PP3) and probe type (related, control) as factors. The 12 conditions were counterbalanced across 12 two-session lists. Participants came in for two sessions, one week apart, and they were randomly assigned a pair of scripts: in the first session, a sentence was presented at one probe position with a probe related to NP1; in the second session, the same sentence appeared at the same position but with a control probe. Across lists, each test sentence appeared in all conditions, with the exception of remaining within the appropriate level of the factor Verb Type (sentences appeared with either an UA or an UE verb; verb type was a between-sentence factor). Within a session, test and filler sentences were ordered pseudo-randomly, with the condition that no more than three items with similar properties (filler or test, verb type, probe position or type, word/nonword probe) would be sequentially presented. In sum, each sentence was only heard once per session, but twice in total. Importantly, participants contributed data to all conditions albeit using different sentence/ condition combinations.
Procedure
A Cross-Modal Lexical Decision paradigm was used. A native speaker of English using a normal speech rate digitally recorded the stimuli. The sentences were aurally presented (ISI = 2 sec) through headphones to participants who were sitting in a soundproofed booth, facing a computer. The visual probes appeared centrally on the screen for 300 ms. Participants were asked to perform two tasks: (1) to indicate as quickly and as accurately as possible whether the visual probe was a word of English, using a two-button box; (2) listen and understand each sentence and to answer a comprehension question when prompted.
A session began with the practice session. When participants felt comfortable with the tasks at hand, the experiment started. Presentation software was used to present the auditory and visual stimuli and to record participants’ accuracy and reaction times (RTs) (during a 1,500 ms time window following the appearance of the probe) with millisecond accuracy.
Results
One sentence (UA2) was excluded from further analysis because it contained a related noun phrase (“suburban”) in the elliptical clause that could have primed NP1 (“trucker”). Incorrect responses (“nonword” or failure to respond in the allotted time) were excluded, which represented 2.7% of the data. Data from correct responses were compiled. To limit the impact of extreme values, RTs above or below three standard deviations from a participant’s overall mean were excluded (1.5% of data). The remaining data were ln-transformed to reduce skewness and kurtosis in the distribution of response times.
A priming effect was obtained when RTrelated < RTcontrol and was interpreted as indicating that the prime (i.e., NP1) is activated at that point in time. Table 1 presents the ln-transformed condition means and standard error, as well as the untransformed condition means and priming effects (control minus related RTs). The statistical significance criterion was set at p < .05. To forecast the findings, significant priming effects were observed beginning at the earliest position (PP1) for both verb types; these patterns support the SAH.
TABLE 1.
Natural log 〈ln-〉 transformed mean response times (and standard error) to NP1-related and control probes for each verb type and probe position. Untransformed mean reaction times and priming effects in milliseconds are provided for convenience
| NP1 |
PP1 |
PP2 |
PP3 |
||||
|---|---|---|---|---|---|---|---|
| Verb | Data | Control | Related | Control | Related | Control | Related |
| UA | Ln-transformed mean | 6.55 (0.03) | 6.52 (0.03) | 6.55 (0.3) | 6.52 (0.03) | 6.53 (0.03) | 6.50 (0.03) |
| Mean | 724 | 702 | 728 | 700 | 704 | 689 | |
| Priming effect | 22* | 28* | 15 | ||||
| UE | Ln-transformed mean | 6.54 (0.03) | 6.51 (0.03) | 6.54 (0.03) | 6.51 (0.03) | 6.52 (0.03) | 6.50 (0.03) |
| Mean | 718 | 698 | 720 | 697 | 701 | 689 | |
| Priming effect | 20* | 23* | 12 | ||||
Statistically significant.
A mixed-effects regression model using restricted maximum likelihood estimation (SAS 9.2 proc mixed) was performed with crossed random effects of subject and sentence (combining traditionally separate F1 and F2 analyses into a single statistical test), and with verb type (UA, UE), probe position (PP1, PP2, PP3) and probe type (control, related) as fixed effects. F-statistics are reported for main effects and interactions; t-statistics for a priori planned comparisons of probe type differences (at each probe position for each verb type). 95% Confidence Intervals (CI) are given for the difference scores (based on ln-tranformed reaction times). All p-values from t-statistics are reported two-tailed. Degrees of freedom were computed using the Satterthwaite approximation (1946). Note that the degrees of freedom are large because these regression models are based on the number of data points, not the number of subjects or items. Note also that degrees of freedom may be fractional as they are computed based on variance estimates. For similar analyses and for further discussion of these methods of analysis, see Walenski, Mostofsky, & Ullman (2007), Love, Swinney, Walenski, and Zurif (2008), and Baayen (2004, 2008).
Main effects of probe position (F(2, 2941) = 3.09, p = .046) and probe type (F(1, 2932) = 21.04, p < .001) were obtained, indicating that probes were responded to differentially between positions and depending on semantic relatedness.
For UA verbs, facilitation effects were observed at both earlier positions (PP1: diff mean = 0.03; t2932 = 1.99, p = .047; 95% CI = [0.0004, 0.06]. PP2: diff mean = 0.03; t2931 = 2.17, p = .030; 95% CI = [0.003, 0.07]), and had lost statistical significance by PP3 (diff mean = 0.03; t2932 = 1.72, p = .085; 95% CI = [−0.004, 0.06]). The same pattern of effects was observed with UE verbs: significant priming effects were found at the pre-elision and elision positions (PP1: diff mean = 0.03; t2932 = 2.10, p = .036; 95% CI = [0.002, 0.06]. PP2: diff mean = 0.03, t2932 = 2.17, p = .030; 95% CI = [0.003, 0.06]). As with UA verbs, the facilitation effect was no longer statistically reliable at PP3 (diff mean = 0.02; t2932 = 1.07, p = .29; 95% CI = [−0.01, 0.05]).
Discussion of Experiment 1
Experiment 1 tested two contrasting hypotheses: Syntactic Reactivation predicted that only UA verbs would yield activation of their subjects (NP1), and that this activation would be revealed only at a syntactically-licensed position, the elision site. On the other hand, Sustained Activation predicted that both UA and UE verbs would yield activation of their subjects (NP1), and that this activation would be revealed at the earliest point tested after the conjunction. Thus, we probed for the subject of the antecedent clause (NP1) in the elliptical clause. We observed strikingly similar patterns with UA and UE verbs: both verb types yielded NP1 priming at the pre-ellipsis and ellipsis positions.
We begin by ruling out the possibility that the observed priming effects were attributable to (perhaps residual) antecedent activation. First, the earliest probe position was positioned nearly 2 sec after the occurrence of the first-clause verb. This time window is largely sufficient for activation decay to take place, as several studies have reported activation decays within as little as 300 ms (Love et al., 2008; Nicol & Swinney, 1989; Shapiro et al., 2003). Moreover, only UA verbs re-activate their antecedents (Burkhardt et al., 2003; Friedmann et al., 2008); yet we found comparable priming effects with both verb types. These mirror effects between UA and UE verbs reinforce the claim that these activations are unrelated to verb-specific properties. Hence, the activation in the second conjunct is highly unlikely to reflect residual activation from processing the verb in the first conjunct.
Secondly, this activation pattern could not reflect priming due to processing a related word in the second conjunct. In constructing the stimuli, we carefully avoided semantic relatedness within our sentences and between the related probes and the sentences (except for NP1, the prime). In fact, we excluded a token prior to analysis to avoid such a potential confound (see Results). The reported priming effects are thus significant and induced by a property common to all experimental stimuli.
Such a commonality is the conjoined nature of the VPE constructions. In effect, our constructions were conjoined by “and”, a parallelism-implying conjunction (Knoeferle, 2007). Interestingly, we observed activation of first-conjunct material, namely the subject and underlying object of the antecedent clause (NP1 with UE and UA verbs, respectively) shortly after the temporal location of the conjunction.3 Our findings are therefore compatible with the SAH, which stipulates that a conjunction associated with parallelism elicits the reactivation of first-conjunct material in the second conjunct, a reactivation that will be maintained until the two conjuncts can be integrated. Our finding that first-conjunct material is indeed activated in the second conjunct provides further support for the SAH. This activation had faded away once the ellipsis was interpreted (nonsignificant priming at PP3). This decay may indicate that the first-conjunct material has already been integrated by PP3. Alternatively, the processor may not elect to maintain first-conjunct material active once the second clause diverges from the structure of the first (indeed, our constructions were not perfectly parallel).
Overall, the results from Experiment 1 strengthen the support for the SAH and extend it to include activation of the subject and object (see Callahan et al., 2010 for evidence of verb reactivation and Shapiro & Hestvik, 1995 for additional evidence of subject activation). It remains to be determined, however, how the parallelism effect impacts the processing of material within the ellipsis clause. Given the well-documented facilitation in processing parallel conjuncts, we hypothesised that the structure of the first conjunct is available in the second conjunct. We thus further surmised that the processor leans on this previously encountered structure to guide its parsing decisions in the second conjunct. Experiment 2 examines this possibility.
EXPERIMENT 2: ANTECEDENT REACTIVATION AT THE ELISION SITE
Rationale
Importantly for our purposes, antecedent reactivation in UA verbs has only been observed at a downstream point from the verb, a few hundred milliseconds past its licensed position (Friedmann et al., 2008). This late activation differs from other anaphora such as pronouns and wh-traces in relative clauses, where immediate reactivation is observed. Delayed activation is also observed with passive verbs, which are analysed to be associated with an NP-trace (Osterhout & Swinney, 1993; though see Walenski, 2002, for evidence of immediate reactivation for NP-trace in raising-to-subject constructions). A proposed reason for the delayed antecedent reactivation with NP-traces in UA and passive constructions is the absence of overt cues hinting to the presence of the trace (Fodor, 1993; Nicol, 1988). The processor would thus require extra time to detect the trace and re-activate its antecedent.
However, because we found evidence in Experiment 1 for parallelism effects, we hypothesised that the antecedent of the NP-trace would be re-activated at an earlier point in the elliptical clause relative than what has been observed with nonelliptical structures, due to the processor expecting its presence based on the structure of the first clause. Experiment 2 tested this hypothesis by probing for activation of the elliptical clause’s noun phrase (NP2; UA verb’s local antecedent) throughout the elliptical clause. We predicted re-activation of the local subject immediately at the elision site (the theoretical location of the trace) with UAverbs only. UE verbs, whose structure differs from UA verbs and does not involve an NP-trace, provided a control condition.
Participants
Forty-three students from San Diego State University who were not involved in Experiment 1 participated in Experiment 2 for course credit.4 All participants were monolingual native speakers of English with normal or corrected-to-normal auditory and visual acuity. Participants reported that they had not been exposed to a second language before the age of six and had no history of neurological injury or learning disorder.
Materials, design, procedure
The same stimuli as Experiment 1 were used, with the exception of test probes that were now associated with the subject of the elliptical clause, NP2:
(10) The dog disappeared in the crowded street fair and [the child]NP2 with the blue jump ➀ suit on [did ➁ too]VPE, much to the ➂ family’s dismay.
Related Probe: girl Control Probe: land
Consequently, their associated control probes were also changed so as to match the related probes in baseline reaction time and frequency (mean frequency of control (94) and related probes (114) did not significantly differ: t35 = 0.10, p > .05, two-tailed). Control and related probes for each test sentence are included in Appendix 1. Everything else was identical to Experiment 1.
Results
Prior to analysis, it was discovered that one sentence (UA1) contained a pronoun in the elliptical clause that could have primed NP2, so it was excluded from all further analyses. Incorrect responses (“nonword” or failure to respond in the allotted time) were excluded, which represented 4.4% of the data. Data from correct responses were compiled. To limit the impact of extreme values, RTs above or below three standard deviations from a participant’s overall mean were excluded (1.78% of data). The remaining data were ln-transformed to reduce skewness and kurtosis in the distribution of response times.
A priming effect was obtained when RTrelated < RTcontrol and was interpreted as indicating that the prime (i.e., NP1) is activated at that point in time. Table 2 presents the ln-transformed condition means and standard error, as well as the untransformed condition means and priming effects (control minus related RTs). The statistical significance criterion was set at p < .05. As detailed below, statistically significant priming was observed with UA verbs starting at the elision site (PP2). No similar facilitatory effect was obtained for UE verbs.
TABLE 2.
Natural log 〈ln-〉 transformed mean response times (and standard error) to NP2-related and control probes for each verb type and probe position. Untransformed mean reaction times and priming effects in milliseconds are provided for convenience
| NP1 |
PP1 |
PP2 |
PP3 |
||||
|---|---|---|---|---|---|---|---|
| Verb | Data | Control | Related | Control | Related | Control | Related |
| UA | Ln-transformed mean | 6.52 (0.03) | 6.49 (0.03) | 6.53 (0.03) | 6.49 (0.03) | 6.51 (0.03) | 6.48 (0.03) |
| Mean | 696 | 678 | 705 | 676 | 689 | 663 | |
| Priming effect | 18 | 29* | 26 | ||||
| UE | Ln-transformed mean | 6.47 (0.03) | 6.47 (0.03) | 6.49 (0.03) | 6.49 (0.03) | 6.48 (0.03) | 6.51 (0.03) |
| Mean | 657 | 664 | 673 | 680 | 664 | 693 | |
| Priming effect | −7 | −7 | −29* | ||||
Statistically significant.
A mixed-effects regression model using restricted maximum likelihood estimation (SAS 9.2 proc mixed) was performed with crossed random effects of subject and sentence (combining traditionally separate F1 and F2 analyses into a single statistical test), and with verb type (UA, UE), probe position (PP1, PP2, PP3) and probe type (control, related) as fixed effects. The same statistics performed on the data from Experiment were performed on these data.
A verb type × probe position interaction was significant (F(2, 2747) = 3.59, p = .028), and verb type interacted with probe type (F (1, 2742) = 12.46, p = .0004), indicating that UA and UE verbs induced distinct response patterns. To clarify the relation between these factors and to test specific predictions, we examined probe type differences separately for UA and UE verbs.
We first turn to UA verbs and the prediction that NP2 reactivation would be observed at the elision site. Our prediction was supported: no reliable priming was found at PP1 (diff mean = 0.03; t2743 = 1.61, p = .11; 95% CI = [−0.005, 0.06]), but a reliable priming effect was obtained at PP2 (diff mean = 0.04; t2742 = 2.72, p = .007; 95% CI = [0.01, 0.08]). That is, the antecedent was re-activated immediately at its licensed, elided, position. This activation was no longer significant by PP3 (diff mean = 0.03; t2741 = 1.77, p = .077; 95% CI = [−0.003, 0.06]).
By contrast with UA verbs and consistent with our expectations, no priming was found with UE verbs at the pre-ellipsis or ellipsis positions (PP1: diff mean = 0.00; t2741 = 0.12; 95% CI = [−0.03, 0.03]. PP2: diff mean = 0.00; t2741 = 0.13; 95% CI = [−0.03, 0.03]). Unexpectedly, however, NP2-related probes induced longer RTs than their control counterparts at the downstream position (PP3: diff mean = −0.03; t2741 = 2.23, p = .026; 95% CI = [−0.06, −0.004]). This negative effect may indicate a processing cost and disadvantage to re-accessing a UE subject at this later point. Still, our results unambiguously confirm the processing contrast between UE and UA verbs, with only the latter re-activating their antecedent at the elision site.
Discussion of Experiment 2
Experiment 2 tested whether trace-containing UA verbs would re-activate their antecedent immediately in the second conjunct of a VPE construction. Reactivation of the elliptical clause subject (NP2) was expected with UA and not UE verbs. For UA verbs, NP2 re-activation was observed as early as the elision site. By contrast, no such effect was obtained with UE verbs at the VPE. These findings confirm that UA verbs/NP-traces re-activate their antecedents, and demonstrate that this reactivation can take place as soon as the verb is integrated.
The patterns of activation observed in Experiment 2 replicate previous findings (Burhardt et al., 2003; Friedmann et al., 2008) that UE and UA verbs are processed differently; only the latter showed subject priming at the elision site. These results further contribute to the sizeable evidence against claims that attributing meaning to VPE systematically involves verbal subjects (Shapiro et al., 2003, Exp. 3). In other words, VPE is interpreted similarly to other anaphora, by selectively re-accessing its syntactically-licensed antecedent (the VP) as soon as the anaphor is processed. Our findings are consistent with the SAH, which posits that structural information is readily made available in the second conjunct. Consequently, the SAH predicted that structural differences between UA and UE verbs would induce distinct activation patterns immediately at the elision site.5
Most importantly for the present purposes, UAverbs showed significant priming at the elision site (PP2). This NP2-priming does not reflect residual activation from first hearing the subject, as no reliable effect was found at the pre-elision position (PP1). Rather, the verb was recovered at the elision site in the VPE interpretation process. Processing the verb immediately triggered the re-activation of UA verbs’ subjects, as evinced by the significant priming effect at PP2. Antecedent reactivation took place much earlier in the present study than in previous studies of NP-trace processing (Burkhardt et al., 2003; Friedmann et al., 2008; Osterhout & Swinney, 1993).
This accelerated resolution of the anaphor is consistent with the idea that an expectation of parallelism guides parsing decisions. The delay in antecedent reactivation in prior studies was likely due to the difficulty for the processor to posit an NP-trace in the absence of an overt cue hinting to its upcoming presence. In the current study, the occurrence of the coordinating conjunction may serve as such a cue. As confirmed in Experiment 1, first-conjunct material was active in the second conjunct. It appears that the reactivated representation of this material includes syntactic information on the first conjunct. The processor appears to have assumed a similar structure in the elliptical clause, resulting in the earlier trace postulation and antecedent reactivation observed in the current study.
This possibility is coherent with other sources of evidence. For instance, the proposed role for structure expectations in real-time anaphor resolution is consistent with the well-known preference for parallel antecedents in ellipsis and with pronouns (Arregui et al., 2006; Dickey & Bunger, 2011; Kehler, 2000; Mauner et al., 1995; Smyth, 1994; Tanenhaus & Carlson, 1990). Furthermore, antecedent recovery in ellipsis (VPE, Sluicing, Gapping) is immediate in “and”-conjoined constructions (Kaan, Wijnen, & Swaab, 2004; Shapiro & Hestvik, 1995, Exp.1; Shapiro et al., 2003; present study). Intriguingly, ellipsis in these constructions is posited even before its existence can be unequivocally inferred from the input. In contrast, it is delayed in constructions conjoined by conjunctions that are not associated with parallelism (Poirier et al., 2010; Shapiro & Hestvik, 1995, Exp. 2). Taken together, these findings suggest that an expectation of parallel structure influences parsing decisions and expedites anaphora postulation in the second conjunct.
General discussion
In this study we explored the role of parallelism in the resolution of two types of anaphora: VPE and NP-traces associated with UA verbs. Activation patterns were tracked over the course of the elliptical clause for the antecedent-clause subject (NP1) and the elliptical-clause subject (NP2). Our aims were twofold: (1) to test two competing hypotheses: Syntactic Reactivation and Sustained Activation, and (2) to verify a facilitation effect in resolving anaphora in constructions where parallelism is expected.
Experiment 1 provided support for the SAH (see Callahan et al., 2010), revealing that first-clause subjects (UE verbs) and objects (UAverbs) were maintained active in the second clause. These data suggest that processing the parallelism-implying conjunction “and” triggered the reactivation of first-conjunct information. Experiment 2 revealed that NP-traces are resolved immediately in “and”-conjoined constructions.
These results point to a priming effect between the first and second clauses that speeded up the postulation of the trace. This facilitation may be at least partly due to the intrasentential (albeit, unpronounced) repetition of a lexical item, the verb. In light of the findings in Experiment 1, however, it seems more likely that a more general mechanism is at play. This mechanism, we propose, is a real-time implementation of parallelism, one that favorably affects anaphora resolution*may it be overt (pronouns) or covert (traces, ellipsis).
Our proposal offers multiple predictions and opens up empirical issues that could be tested in future studies. For instance, the role of the conjunction in triggering the second-conjunct activation could be confirmed by contrasting “and”- and “but”-conjoined elliptical sentences. Since only the former induces an expectation of parallelism (Knoeferle, 2007), early and sustained activation of first-conjunct material should be observed with “and”-conjoined constructions, but not with “but”-conjoined sentences (see Pesonen, Knoeferle, Kaakinen, & Hyona, 2011, for recent evidence). Relatedly, the crucial role of the conjunction could be further substantiated by testing for activation at a pre-conjunction position. If the conjunction triggers the activation, priming for first-conjunct material should be observed immediately after the conjunction (a replication of the current and previous findings), but no significant priming should be obtained immediately before the conjunction (assuming the activation from the initial processing of the first conjunct has decayed). These two verifications would offer strong support for the SAH in elliptical constructions.
Future work may also examine the conditions under which the on-line comprehension of ellipsis is aided by the expectation of parallelism. We have suggested that in the absence of a parallelism-implying conjunction, the postulation of ellipsis is delayed. However, it is currently unknown to what degree parallelism between the antecedent and elliptical clauses must be present for the strategy of activating first-conjunct material to be beneficial to ellipsis resolution. For instance, it remains to be determined whether the processor would maintain the activation of first-conjunct material in an elliptical clause that presents with structural, semantic and/or prosodic divergences, especially at an early point in the clause. Various degrees and types of divergence between the antecedent and elliptical clauses could be contrasted with convergent constructions to track the time-course of first-conjunct activation in the elliptical clause and determine whether ellipsis postulation and resolution take place early (at the ellipsis’ licensing position) or at a later point in time.
In conclusion, we propose that an expectation of parallelism in an unfolding construction may facilitate the processing of an upcoming ellipsis. Our proposal of an intricate relation between structural expectations and anaphora resolution nicely integrates evidence from the literatures on pronoun comprehension, ellipsis processing, and parallelism effects.
Acknowledgments
This research was supported by NIH-NIDCD grant DC000494 to Lewis P. Shapiro and by the following fellowships to Josée Poirier: Joseph-Armand Bombardier Foundation Internationalist Fellowship, William Orr Dingwall Neurolinguistics Fellowship and the Sheila & Jeffrey Lipinsky Family Fellowship in Language and Communicative Disorders. The authors gratefully thank Dr. Gina Taranto for her valuable assistance with verb selection and the research assistants for their help with data collection.
APPENDIX 1
| UA1 | The teller arose in an angry state, and the magician with a spoon in his hand did too, while the horrible singer kept singing. | |||||
| Subj-AC | C | wood | Subj-EC | C | bunch | |
| R | bank | R | trick | |||
| UA2 | The trucker arrived in Montana and the DEA agent in the red suburban did too, while the village was celebrating its centennial. | |||||
| Subj-AC | C | lotion | Subj-EC | C | date | |
| R | diesel | R | drug | |||
| UA3 | The grandmother departed with six large brown bags and the gardener in dirty clothes from work did too according to the store clerk. | |||||
| Subj-AC | C | politics | Subj-EC | C | blood | |
| R | relative | R | plant | |||
| UA4 | The surgeon descended from the top of the stairs and the senator with a suit and tie on did too, around the time dinner was being served. | |||||
| Subj-AC | C | drain | Subj-EC | C | programs | |
| R | Knife | R | congress | |||
| UA5 | The dog disappeared in the crowded street fair and the child with the blue jumpsuit on did too, much to the family’s dismay. | |||||
| Subj-AC | C | bus | Subj-EC | C | land | |
| R | cat | R | girl | |||
| UA6 | The nun dwelt in the school library, and the plumber in the magenta pants, did too as the football game was coming to an end. | |||||
| Subj-AC | C | bull | Subj-EC | C | coins | |
| R | monk | R | pipes | |||
| UA7 | The Martian emerged from inside the trailer and the acrobat from Philadelphia did too as it was time to do the scene. | |||||
| Subj-AC | C | helium | Subj-EC | C | Subj-AC | |
| R | galaxy | R | somersault | |||
| UA8 | The cook existed in a stressed state of mind, and the lieutenant from Trenton, New Jersey, did too, after the wedding ceremony was over. | |||||
| Subj-AC | C | list | Subj-EC | C | data | |
| R | food | R | army | |||
| UA9 | The manicurist fell from the rollercoaster, and the movie star with a loud high-pitched scream, did too, according to the newspaper reporter. | |||||
| Subj-AC | C | smog | Subj-EC | C | vegetable | |
| R | nail | R | celebrity | |||
| UA10 | The memo appeared in the blink of an eye, and the monkey with the colorful hat did too, according to the humorous article. | |||||
| Subj-AC | C | lake | Subj-EC | C | botany | |
| R | page | R | banana | |||
| UA11 | The mailman persisted with a determined look, and the drunk with a staggering walk did too, according to the delivery man. | |||||
| Subj-AC | C | steer | Subj-EC | C | decorator | |
| R | stamp | R | alcoholic | |||
| UA12 | The lawyer remained in the dance club, and the dentist from Atlantic City, did too, while it was snowing outside. | |||||
| Subj-AC | C | table | Subj-EC | C | moon | |
| R | trail | R | teeth | |||
| UA13 | The bartender rose from the parade float and the bride with the bad haircut did too, while the crowd watched and waved. | |||||
| Subj-AC | C | tribute | Subj-EC | C | rash | |
| R | whiskey | R | veil | |||
| UA14 | The spy smoldered from a well-hidden spot, and the comedian with a limp and a cane did too, while the dog ran past. | |||||
| Subj-AC | C | knit | Subj-EC | C | patience | |
| R | code | R | laughter | |||
| UA15 | The king surged from behind the couch, and the coach in the black tuxedo, did too, while the band kept playing. | |||||
| Subj-AC | C | split | Subj-EC | C | bear | |
| R | queen | R | team | |||
| UA16 | The cardiologist thrived in the tropical sun, and the athlete in the purple jump suit did too, while the plane flew past in the distance. | |||||
| Subj-AC | C | mouth | Subj-EC | C | screen | |
| R | heart | R | sports | |||
| UA17 | The caddie towered from a great distance, and the banker from Boise, Idaho, did too, according to the photograph. | |||||
| Subj-AC | C | razor | Subj-EC | C | music | |
| R | golf | R | money | |||
| UA18 | The parakeet vanished from the fourth grade classroom and the tiger with the lame right hind paw, did too, while the security guard slept. | |||||
| Subj-AC | C | nickel | Subj-EC | C | priest | |
| R | parrot | R | Lion | |||
| UE1 | The spider crawled into the windowsill and the boy from the second grade class did too after the smoke began to fill the room. | |||||
| Subj-AC | C | hut | Subj-EC | C | clear | |
| R | web | R | child | |||
| UE2 | The roofer cried from the side of the road, and the jeweler, from the desk in the store, did too, after the best hardware shop in town was closed down by the government. | |||||
| Subj-AC | C | beef | Subj-EC | C | log | |
| R | roof | R | Gem | |||
| UE3 | The chauffeur danced with enthusiasm and the librarian, in awe of the winners, did too on the opening night of the tour. | |||||
| Subj-AC | C | wisdom | Subj-EC | C | edge | |
| R | driver | R | book | |||
| UE4 | The florist jumped from the red, comfy couch and the barber from Los Angeles did too, while the waiter was snoring next door. | |||||
| Subj-AC | C | thumb | Subj-EC | C | ramp | |
| R | bloom | R | comb | |||
| UE5 | The people laughed at the animals, and the guards from across the city did too, according to all the children. | |||||
| Subj-AC | C | purse | Subj-EC | C | sun | |
| R | crowd | R | gun | |||
| UE6 | The deejay lied with a broad toothy smile, and the prince with the blonde curly hair, did too, according to the official report. | |||||
| Subj-AC | C | union | Subj-EC | C | goat | |
| R | radio | R | duke | |||
| UE7 | The skier raced from the mountain top and the pupil from the old neighborhood did too while it was pouring cats and dogs. | |||||
| Subj-AC | C | safe | Subj-EC | C | freedom | |
| R | snow | R | student | |||
| UE8 | The clown retired from the starting project, and the nanny from Miami, Florida, did too, after the winning lottery ticket was announced. | |||||
| Subj-AC | C | cradle | Subj-EC | C | horizon | |
| R | circus | R | nursery | |||
| UE9 | The landlord screamed from inside the car wash and the priest with a black pen in hand did too as the newly signed agreement flew away in the light evening breeze. | |||||
| Subj-AC | C | pond | Subj-EC | C | square | |
| R | rent | R | church | |||
| UE10 | The postman sang to the whole family, and the astronaut in the red two-piece suit, did too, during the holiday celebration. | |||||
| Subj-AC | C | core | Subj-EC | C | floor | |
| R | R | space | ||||
| UE11 | The golfer sat in the huge armchair and the wife with a bowl of popcorn did too as the made-for-t.v. movie began. | |||||
| Subj-AC | C | neck | Subj-EC | C | police | |
| R | club | R | husband | |||
| UE12 | The professor slept in the upstairs guest room, and the marine in town for two short days, did too, after the fast-paced scrabble tournament ended in the den. | |||||
| Subj-AC | C | problems | Subj-EC | C | text | |
| R | Students | R | ship | |||
| UE13 | The sailor smiled in amusement and the cameraman in the front of the crowd did too as the minister bumped into a distinguished lady with purple hair. | |||||
| Subj-AC | C | rain | Subj-EC | C | carpet | |
| R | boat | R | camera | |||
| UE14 | The instructor stumbled from the top of the platform, and the mother with the costly Coach purse, did too, according to the video footage | |||||
| Subj-AC | C | traffic | Subj-EC | C | forces | |
| R | teacher | R | father | |||
| UE15 | The ranger talked with the pretty woman and the painter from Southern Ohio did too, after everyone else had left. | |||||
| Subj-AC | C | prison | Subj-EC | C | cement | |
| R | forest | R | canvas | |||
| UE16 | The chiropractor trembled in the large living room, and the shortstop from Philadelphia, did too while the mechanic reached into his pocket. | |||||
| Subj-AC | C | door | Subj-EC | C | cupboard | |
| R | back | R | baseball | |||
| UE17 | The fisherman waved from across the room and the cowboy with a wedding ring on did too when a gorgeous woman in a floral dress entered. | |||||
| Subj-AC | C | scout | Subj-EC | C | bottom | |
| R | trout | R | cattle | |||
| UE18 | The musician winked at the cute bartender, and the tourist, with a carefree smile, did too, while people were entering the club. | |||||
| Subj-AC | C | ratio | Subj-EC | C | forgiven | |
| R | piano | R | vacation | |||
Footnotes
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Only participants who showed accuracy levels above 70% on the lexical decision task and on comprehension questions were considered in data analysis. Ten participants were excluded based on this criterion. It is assumed that a poorer performance on either task is indicative of the participant’s failure to attend to or understand the experimental paradigm.
Probes were taken from a database built over the years in the Language Processes Laboratory (SDSU).The probes in this database have been pre-tested for baseline reaction times and semantic relatedness to their prime. The frequency of occurrence of the control (mean: 74) and related probes (mean: 97) did not significantly differ (t35 = 0.004, p > .05, two-tailed.)
We note that Shapiro et al. (2003, Exp.3) did not observe a reliable priming effect (17 ms, ns) at their pre-elision position in “and”-coordinated elliptical constructions. Although caution must be taken in interpreting a null effect, their results raise the interesting possibility that a prosodic break (marking an upcoming relative clause) could have terminated the activation of first-clause material by the time of the preelision position. In effect, the presence of a relative clause breaks the parallelism between the antecedent and elliptical clauses, and information available to the processor well before the pre-elision position. The processor’s strategy to use the first-conjunct structure to guide second-conjunct parsing thus becomes ill-advised, and activation of first-conjunct material would become obsolete.
As in Experiment 1, only participants who showed accuracy levels above 70% on the lexical decision task and on comprehension questions were considered in data analysis. Seven participants were excluded based on this criterion. It is assumed that a poorer performance on either task is indicative of the participant’s failure to attend or understand the experimental paradigm.
We note that UE verbs yielded a reliable difference between NP2-related and unrelated probes at the downstream position. This effect was not one of facilitation: decisions on NP2-related probes were slower than on unrelated probes. Such “negative effects” are difficult to interpret but could be attributable to subject-specific inhibition or processing difficulty.
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