AR52. 29 May 2007.
Copyright 2007 by Kevin Sharpe and Leslie Van Gelder. All rights reserved.
To appear in Semiotica.

 

Paleolithic Finger Flutings as Efficient Communication: Applying Zipfs Law to Two Panels in Rouffignac Cave, France

 

by

Kevin Sharpe

Graduate College, Union Institute & University, Cincinnati, Ohio, USA
Harris Manchester College, Oxford University, UK

10 Shirelake Close, Oxford OX1 1SN, United Kingdom
ksharpe@ksharpe.com
www.ksharpe.com

 

and

Leslie Van Gelder

College of Education, Walden University, Minneapolis, Minnesota, USA

10 Shirelake Close, Oxford OX1 1SN, United Kingdom
leslievg@ksharpe.com


ABSTRACT.

Two fluted panels in Rouffignac Cave, France, appear highly ordered as opposed to some other panels in this and other caves that appear haphazardly made. Is it possible objectively to establish that an intention to communicate thoughts and ideas lay behind the fluting of the two ordered panels? To help answer this, we use a relationship from communications theory called Zipfs Law, which can establish whether data represent efficient communication or are random. Applying the law to the two panels (using the number of fingers in each fluted hand what we take as the basic unit as the central variable) shows that the two panels do constitute, at least provisionally, efficient communication. This result raises questions regarding the data, meaning, and the theory behind this methodological proposal and result. We conclude by discussing some of these matters, including the idea of Paleolithic notational markings.

KEY WORDS.

Finger flutings, notation, Paleolithic communication, prehistoric art, Rouffignac Cave, Zipfs Law.

CONTENTS.

Introduction. 3

Zipfs Law.. 6

Methodology. 7

Results. 8

Discussion. 10

Theoretical Issues. 10

Data Issues. 13

Meaning. 14

Conclusions. 15

Acknowledgements. 15

References. 15


 

Introduction

Our research centers on the study of Paleolithic finger flutings (lines fingers make on a soft surface), especially those found in the French caves of Rouffignac, in the Dordogne, and Gargas in the Hautes Pyrenees. We first developed methodologies for this research, strategies called Internal Analysis and Forensic Analysis, and published some of our results. The initial group of publications besides those disseminating our methodology (e.g., Sharpe and Van Gelder 2006a) focuses on the age group of the fluters, particularly establishing the participation of young children in this activity (e.g., Sharpe and Van Gelder 2006b). This paper introduces the third of our current methods, called the Zipf Analysis, and applies it to two panels of flutings in Rouffignac Cave.

We notice subjectively that some panels in some caves look chaotic, random, or perhaps more accurately haphazard, while others fluted and engraved on walls, rocks, and portable objects look highly structured or ordered. Compare, for example, Figure 1 with Figures 2 and 3. The flutings of the panel in Figure 1 look haphazard; it comes from the Zone of Crevices in Gargas Cave (Barrire 1976; Sharpe and Van Gelder In Press a) and comprises mainly Mirian flutings. Given their undulating structure and the sensuality of the medium, it is possible that their fluter(s) had tactile and sensual motivations. Figures 2 and 3 comprise mainly Rugolean flutings from Rouffignac Cave and depict two panels. The first lies to the right of the Mammoths of Discovery, what we call the Mammoths of Discovery Panel, on the left-hand side of Chamber G just before its junction with Chamber J (Barrire 1982: 20-21, figs. 24-27). The second panel, what we call the Rhinoceros Horn Panel, includes a rhinoceros horn and a symbolic figure called a tectiform, and lies on the right-hand side of Chamber G about 20 meters after its junction with Chamber J (Barrire 1982: 26-27, figs. 45-48). (See Figure 4 for a plan of the cave, and Sharpe and Van Gelder In Press b for definitions of Mirian and Rugolean flutings.) Both of these panels give the appearance, through the repetition of upright verticals and respect for white space, that a primary sense of a high orderliness might have lain behind their creation.

Given the visual orderliness of the panels depicted in Figures 2 and 3, we would go so far to ask whether their fluter(s) intended the panels to convey thoughts and ideas (as opposed to only passing on feelings and sensations, perhaps in Figure 1). Is it possible objectively to establish that such a communication intention lay behind the fluting of the two panels? To help answer this, we use a method derived from communications theory called Zipfs Law, which can establish whether data represent efficient communication or are random (Zipf 1949).

Figure 1. Flutings on the ceiling of the Zone of Crevices, Gargas Cave, that subjectively appear haphazardly created. Part of a 400 sq m panel.

Figures 2a and 2b. Two views of the left hand side of the panel of flutings in Rouffignac Cave to the right of the Mammoths of Discovery in Chamber G and that subjectively appear to have a highly ordered structure. Approx. 3 m long (Barrire 1982: 21).

Figures 3a, 3b, and 3c. Three views from left to right of the panel of flutings in Chamber G of Rouffignac Cave that includes a Rhinoceros Horn (on the left of Figure 3b) and that subjectively appear to have a highly ordered structure. Approx. 6.8 m long (Barrire 1982: 27).

Figure 4. Plan of Rouffignac Cave showing the various chambers (developed from Barrire 1982: Fig. 2). This paper especially concerns two panels of flutings in Chamber G, one on the left hand side below its junction with Chamber J, and the other on the right hand side beyond this junction.

Rouffignac Cave contains over 500 square meters of flutings (Plassard 1999: 62), made into moonmilk (a white and potentially soft precipitate from limestone comprising aggregates of fine crystals of varying composition usually of carbonate materials, e.g., calcite, hydromagnesite, and gypsum). Traditional scholars consider the art in Rouffignac, including the flutings, to be 13-14,000 years old based on stylistic considerations, though it could date up to 27,000 years (Sharpe and Van Gelder 2006c: 180). It has yet to receive any absolute datings.

Zipfs Law

The law of George Zipf (1949) proposes a constant and inverse relationship between the order of a word in a frequency list and the frequency with which the text uses it. The relationship obtains regardless of the author, subject matter, or any other linguistic variable (Crystal 1997: 87). The method draws on information theory, one of whose planks differentiates the informational content of a message from its meaning. Writes Steve Nadis:

The first step in information theory is to confirm that a communication signal is carrying information and is not just random noise.Zipf counted the number of times different letters appeared in representative English texts. He then logarithmically plotted the frequency of occurrence of these letters in descending order. The resulting slope had a gradient of -1.Chinese text also yielded a -1 slope, as did most written and spoken languages. This relationship, Zipfs Law, held true, moreover, for words, letters, characters and phonemes perceptually distinct units of speech.

For an entirely random string of letters that contained no encoded information, the slope would be flat, or zero, because every character occurs equally often. There would be no rhyme nor reason to it, no way of anticipating what will come next. The other extreme would be a vertical line on the left-hand axis representing, for example, speech with just one sound replayed continuously. In between are countless possible lines of negative slope, centered around -1, indicating that some elements of a signal are used more frequently than others. A -1 slope is a sign of optimized communications: it is more efficient because elements that occur frequently can be coded to be shorter than those that are used less often. In English, for example, common words like a and the take fewer letters and syllables than less familiar terms like antidisestablishmentarianism (Nadis 2003: 37).

The communication goes between members of the same species and social group as the communicator or at least from someone or something that knows how the social group communicates. The communications can comprise information about thoughts and ideas and not merely feelings or sensations. The above idea of optimized or efficient communications for a -1 sloped Zipf graph needs emphasizing because it relates to how modern languages convey thoughts and ideas. Researchers use the law to try finding the communication content of animal noises, such as dolphin whistles, and of signals coming from outer space (McCowan et al. 1999; Nadis 2003).

Methodology

In brief, the corner-stones of our methodology include multiple examinations of the flutings under investigation, experimentation, and the initial setting aside of questions of meaning (assumptions as to meaning can determine what investigators then see in the flutings). The physical data in the flutings themselves are what we seek: how their fluters constructed them, how they functioned with respect to one other and, if possible, how they functioned for the fluters. Francesco dErrico points out (1992: 95) that his similar approach to markings on portable artifacts makes it possible to look beyond the incised lines to the sequence of motions employed by the prehistoric artists. Our methodology too emphasizes the process of creating the flutings as opposed to just viewing the final results.

We employ a terminology (Sharpe and Van Gelder 2006a: 282-283) to help with the study: a fluter makes a fluting by sweeping his or her fingers across a soft surface; a unit comprises flutings drawn with one sweep of one hand or finger; the profile of a unit or a fluter comprises the silhouette of the finger tops left in the medium from the fluting; a cluster comprises an isolatable group of units that exhibit a unity, for instance because they overlay each other; and a panel comprises a collection of clusters that appears geographically or otherwise distant from other clusters or on a surface of reasonably uniform orientation.

In terms of our field methodology, we become familiar with a cluster and then carry out an Internal Analysis of it (Marshack 1972), specially noting the directions of the flutings and their overlays (which provide the temporal sequence of the flutings). We have also developed a further method for obtaining data (Sharpe and Van Gelder 2006a: 293), what we call a Forensic Analysis. It notes such things for a unit as the width of the flutings of the three central fingers when held together and the profile. Such data suggest the age group, sex, and individuality of the fluter.

We make a methodological assumption that especially shows in this paper. With engravings, the individual mark constitutes the basic element, suggesting for flutings the taking of each individual finger line as the foundational element. The basic unit we assume and usually work from for flutings, however, comprises the lines drawn with one sweep of a hand. We argue that the fluter makes one hand of finger lines at a time, matching the engraver who makes one line, notch, or microcupule at a time. This methodological assumption does not lie in the Internal Analysis because that deals with individual finger lines, especially their overlays. Neither does it belong to the Forensic Analysis proper because that focuses on the fluters physiology. Rather, it comes before both analyses and rises to application at various relevant points.

Thus we recommend two analyses: an internal one and a forensic one. Now we add a third way to study a collection of flutings, a Zipf Analysis. This requires (McCowan et al. 1999: 411):

1.      selecting a significant observable to use as the variable in the analysis (we discuss this choice below);

2.      dividing up the collection of flutings by this variable and recording the number of units for each value of the variable;

3.      ranking this list in decreasing order of incidence (also called frequency);

4.      graphing the log10 values of the order of decreasing incidence (1, 2, etc.) against the log10 incidence for it; and

5.      noting the slope of the resultant graph.

A slope of -1 indicates that efficient communication was taking place with the fluted panel.

One of the challenges in using Zipfs Law involves ascertaining significant variables. In our application of the law to the two panels in Rouffignac Cave, we assume an obvious variable, namely the number of fingers used per unit. We notice that the number of fingers fluted in each unit varies, despite the often closeness of the units. This paper asks whether this observable creates a significant variable for efficient communication.

We now perform a Zipf Analysis on the Mammoths of Discovery and the Rhinoceros Horn panels in Rouffignac Cave.

Results

The fluted units in the Mammoths of Discovery Panel, from left to right, showing the number of fingers used for each unit, are:

1 1 2 2 1 2 2 4 4 4 4 4 4 3 3 2 3 3 3 3 3 3 3 4 3 3 3 3 3 1 3 3 2 1 1 1 3 3 1 3 4 3 2 3 3 3 4 4 3 4 4 4 3 4

Incidence of 1-finger units = 8
Incidence of 2-finger units = 7
Incidence of 3-finger units = 25
Incidence of 4-finger units = 14
Incidence of 5-finger units = 0

Variables: Number of fingers used per unit, 1-4

Order of Decreasing Incidence

Log10(Order)

No. Fingers

Incidence

Log10(Incidence)

1

0

3

25

1.39794

2

0.30103

4

14

1.146128

3

0.4771213

1

8

0.90309

4

0.60206

2

7

0.845098

Figure 5. A graph of the Zipf Analysis of the Mammoths of Discovery Panel according to the number of fingers used to flute each unit. The resultant trendline has a gradient of
-0.96, whereas the dashed line has a gradient of -1.

The fluted units in the Rhinoceros Horn Panel, from left to right, showing the number of fingers used for each unit, are:

2 3 1 3 2 5 4 4 4 1 4 2 4 3 3 3 3 5 5 3 1 3 2 3 3 5 3 3 3 2 4 3 3 2 3 4 4 2 4 4 3 4 4 4 2 4 3 4 1 1 3 4 1 1 5 4 4

Incidence of 1-finger units = 7
Incidence of 2-finger units = 8
Incidence of 3-finger units = 19
Incidence of 4-finger units = 18
Incidence of 5-finger units = 5

Variables: Number of fingers used per unit, 1-5

Order of Decreasing Incidence

Log10(Order)

No. Fingers

Incidence

Log10(Incidence)

1

0

3

19

1.278754

2

0.30103

4

18

1.255273

3

0.4771213

2

8

0.954243

4

0.60206

1

7

0.845098

5

0.69897

5

5

0.69897

Figure 6. A graph of the Zipf Analysis of the Rhinoceros Horn Panel according to the number of fingers used to flute each unit. The resultant trendline has a gradient of -0.86, whereas the dashed line has a gradient of -1.

Discussion

Because they produce graphs with gradients closely approximating -1, the two panels appear to constitute efficient communication, given the accuracy of Zipfs Law and our observations of the flutings. We intend with these preliminary and indicative Zipf Analyses to introduce the issue and type of study for artifacts such as these two fluted panels, and to form a basis for further investigations. The analyses provide suggestive preliminary results rather than definitive proofs.

Many continuing points for discussion arise, on the theoretical and data sides, and having to do with meaning.

Theoretical Issues

Some people might ask about the applicability of Zipfs Law. To what extent and under what circumstances might fields like rock art apply communications theory? Or the critic might inquire whether the result of -1 comes about from something else for example, the consistent use of a specific numbers of fingers for convenience or ease rather than from the flutings use for communication.

Another discussion provisionally accepts the -1 result and focuses on the implications of this for a supposed notational nature (or related terms) of the fluted panels.

The Archaeology Dictionary defines (2007) notation in the Paleolithic context as: deliberate markings madeto count objects or remember events in a sequence. With engravings, such markings include successions of single-stroke lines (produced by single movement of the tool tip), notches produced by a back-and-forth movement of the cutting edge), and microcupules (produced by a rotation or pressure of the tool tip) on stone, bone, antler, ivory, and amber (dErrico 1992: 95). We differentiate between the dictionarys two-sense elaboration of the word. The first way, to count objects, refers we say to tallies made at one time and that do not record any sense of time passing. We use the word tally and not notation for this. The second sense, to remember events in a sequence, requires, we say, the recording in some manner of the time-passing element of the sequence. The line marker(s) made them at various junctures over a period of time. We at first restrict the word notation to this usage.

In a tally, explains Denise Schmandt-Besserat (1997: 91), each mark represents one item to keep track of, entered in a one-to-one correspondence. But, she continues (1997: 92), only the tallier and perhaps a few others knew the meaning of the notches because the objects of the tally remained enigmatic to other people. Other people might try to reconstitute the meaning, but their ideas remain hypothetical.

A similar conclusion applies to engraved artifacts that display patterns made at one time, were possibly not tallies, but yet whose marks had significance to their makers. DErrico writes from his (1994) study of markings on Azilian pebbles:

We found that they had always been made by rapid, repeated tool movements. In addition, most of the neighboring marks were made by the same tool, while in many cases all the marks on a given pebble had been produced by the same tool in a single series of operations.One is thus tempted to conclude that prehistoric [people were] more interested in the overall result.The actions that produced them seem to be the expression of a repeated pattern (dErrico 1989: 117; see also Lewin 1989).

Unfortunately, the tally interpretation keeps appearing in the literature (e.g., Bullington and Leigh 2002) without appreciation of the complexity of the situation. The body of artifacts defies a single let alone a simple interpretation.

The two panels studied from Rouffignac Cave do not constitute tallies because if so they would not produce a -1 gradient in a Zipf plot, but rather a point. The variable that produced their graphs, namely the number of fingers per unit, would not have mattered if they were tallies. The -1 similarly rules out their purely decorative character. Could they, however, be notational?

Consider a putative notational artifact. Its marks, either individually or in groups, slowly accumulated to represent cultural or natural events from different times (dErrico in Marshack and dErrico 1989: 498). Several observable factors could indicate this: repeated changes of tool, variations in marking techniques, in the arrangement of marks [e.g., as in distinguishable subsets] and in mark morphology (dErrico 1998: 22). On the other hand, if the marks on an artifact appear indistinguishable, they provide very little informational content and the investigator cannot assure their time-dependency notational nature.

DErrico wrote (1997; regarding Sharpe and Lacombe 2003) several years ago about the possibility of flutings as notations: The problem is how to create a theoretical and analytical tool able to verify whether they are or not. In part, the Zipf Analysis attempts to answer this challenge. We showed above that the two panels studied in Rouffignac are not haphazard, decoration, or time-independent tallies. They probably do not constitute time-dependent notations either though the units in the panels appear distinguishable. We say this because the fluters probably made all the marks at the same time. The full internal and forensic analyses of the panels will help clarify this issue because they will show whether the same or a series of different people fluted the units at one or at several times. In the mean time, initial results indicate that a small group of fluters fluted at one time. Thus the question becomes whether the fluted panels comprise notations in another sense of notation or whether they constitute something else altogether.

How many types of notation can humans develop? asks dErrico (1998: 20). How many of them will we be able to identify among the archaeological material? He at first incorporates the time element in his understanding of notation. By the mid 1990s, however, he seems to have dropped this aspect as essential (rather, he seems to consider it only one type of notation) and adopts a more general understanding of the term. He produced the following model, though still provisional, and in part answers his questions about the types of notation. He suggests three kinds, in which, respectively:

(1) the elements constituting the system differ from each other; (2) the elements themselves are identical but can be differentiated by their distribution on the surface (e.g., organization by groups); (3) the marks cannot be differentiated (identical and equidistant elements) (dErrico 1994: 194-195).

With the third type, dErrico offers two possibilities. The first consists of elements marked at the same time (making it impossible later to distinguish one from another). The second consists of elements marked over a period of time (possibly, because of different tool use, leaving them distinguishable with high-powered microscopes but not to the eye and touch). Unfortunately, we do not find this model helpful. It tends to empty the word notation of meaning; it has become too broad and incorporates too many mutually exclusive ideas into a now failed and mutilated word.

What other categories than tally and notation might apply to the Rouffignac panels? Protowriting? Writing? In his Blackwell Encyclopedia of Writing Systems, Florian Coulmas defines (1996: 376; see also Sharpe and Lacombe 2002) protowriting as: an array of visual signsused for information storage and communication. They include decorations on objects such as pottery vessels, message sticks, clay pebbles, knotted cords, and seal impressions marking property, among others. He also defines (1996: 560) a writing system as a set of visible or tactile signs used to represent units of language in a systematic way, with the purpose of recording messages which can be retrieved by anyone who knows the language in question and the rules by virtue of which its units are encoded in the writing system. Writing visibly records a language, ideally all of its words or sounds.

Note that writing, protowriting, and notations can exist side by side; one does not necessarily replace or evolve from either of the others. Writing can also form notational systems, writes Coulmas (1996: 356), though, he adds (1996: 377), a systematic relationship between the symbol inventory and linguistic unitsdistinguishes writing from other visual recording devices.

Despite this overlap, scholars usually distinguish prehistory from history, defining history as the advent of writing. Cave paintings and the petroglyphs of prehistory may appear the precursors of writing, but do not constitute writing because they do not directly represent language. This draws an arbitrary, nonempirical value judgment, however; whether the artifacts did represent language requires knowing something of the original language spoken. For Rouffignac, no one knows how or what the fluters spoke. Many scholars would also probably not consider the fluted panels writing in the full sense of modern forms of writing, thinking of writing as rather complex and the Paleolithic markings as very simple. This may only come from a modern bias. The problem remains of identifying coherent and non-arbitrary criteria by which methodologically and evidentially to distinguish protowriting, writing, and notation (Coulmas 1996: 376).

The Zipf Analysis may help by pointing to something so-far overlooked in the investigation of flutings potential as protowriting or writing. However, though the Rouffignac panels give a -1 Zipf gradient, they may not support sufficient complexity to represent a physical form of speech. Distinguishing grammatical variables (see point 4 below) in addition to the number of fingers in each unit may help adjudicate this potential. The Shannon entropy measure (see point 3 below) may further help.

Four years after he introduced his notational model, dErrico uses (1998) the idea of artificial memory systems rather than notations. This could prove a fruitful ideational class to cover some of the artifactual phenomena under discussion, but it will not resolve the need for coherent and non-arbitrary criteria for making the distinctions because it does not seem to cover protowriting and writing. Overall, the above discussion on decorations, time-independent tallies, time-dependent notations, artificial memory systems, protowriting, and writing shows a blurring between the various terms and their relationships, and renders the preconceived categories inconsistent, artificial, and perhaps out of touch with the data dErrico, his colleagues, and we are discovering. It seems pointless to tinker with the old interpretations and categories. The issues they raise may even direct research on Paleolithic engravings and flutings into futile directions. The study of the markings needs, rather, to focus on the data in the artifacts. A more useful approach than dErricos new model and term for notational systems, for instance, would create a fresh terminology based on the different phenomena seen in the record of the artifacts.

Data Issues

Several matters concerning the data used for this study beckon exploring, besides the need for continual vigilance about the data collected and the means for ascertaining and interpreting them.

1.      The study requires a full Internal Analysis of the panels, especially showing the overlays and thereby the temporal sequence of the flutings. Did the fluter(s) of the Mammoths of Discovery Panel, for instance, make it from left to right? Do the few horizontals move in the same direction? Such data may require adjustments to the Zipf Analyses.

2.      The study also requires a Forensic Analysis on the panels and to follow its effects through to the Zipf graphs. Forensics could isolate the various fluters of each panel, differentiating them by age group and sex. Were all their flutings part of the panel under consideration? It could help determine the fluting period of the panels. It could, in addition, help evaluate dErricos statement that older members of the community, initiated individuals, or bards, probably specialized in memory storage (the fluted panels functioning as instruments for such), and thus probably were those who created, transmitted, and eventually modified artificial memory systems both in their artifactual reality and in the organization of their codes (dErrico 1998: 47).

3.      The use of gauges like the Shannon entropy measure to judge the complexity of the panels communication requires attempting (McCowan et al. 1999; Nadis 2003). Claude Shannons word entropy marks the complexity of a system of communication and he developed a hierarchy of levels to systematize this. Zero-order entropy quantifies the diversity in the communicative inventory, how many different kinds of elements (barks, letters, phonemes, whistles, words) could go into a signal. First-order entropy quantifies the frequency with which each element of the communication repertoire occurs. Second-order and higher levels of entropy concern the chances of successfully predicting the next element given a sequence of elements. The third-order entropy, for instance, gives the odds of predicting the third word in a phrase given the first and second. Russian and English can go to a 8th- or 9th-order Shannon entropy. However, writes Nadis,

Primitive communications, such as chemical signaling systems employed by cotton plants, dont go beyond first-order Shannon entropy. That means there is no discernible connection between signals knowing one doesnt help you predict the next. Adult squirrel monkeys, on the other hand, show second or third-order Shannon entropy.Dolphin whistles bear signs of 3rd or 4th-order Shannon entropy (Nadis 2003: 38).

4.      The study requires further exploration of the variables that separate, differentiate, or group the units and that therefore transfer information and distinguish the flutings from random marks. We need to break the panels into components and work out, writes Nadis (2003: 37), where one discrete segment ends and the next begins. Our first attempt, the one employed in this paper, involves the obvious natural break into hand units and the different number of fingers each uses. Zipfs Law can help find more such variables, if they exist. The investigator need only isolate a potential variable for example, the diagonal units under the vertical ones and then test using the law to see if it holds significance for efficient communication. Finding these variables is tantamount to finding the grammatical structure of the system behind the fluted panels.

5.      Zipf Analyses need attempting for other examples of line markings not only fluted on the cave walls in Rouffignac (e.g., the Patriarch Panel in Chamber J, other panels in Chamber G such as the Henri Panel, and the various clusters in Chamber E) and elsewhere, but also engraved on bones and stones. Doing this calls upon and could supplement the work of dErrico and his colleagues.

6.      DErricos results from portable objects offer hypotheses and directions for the fluted panels and invite further data research to help evaluate them. For example:

a.       Codes based on the combination of two and possibly three factors (morphology, spatial distribution, and accumulation over time) appearfrom the beginning of the Upper Paleolithic (dErrico 1998: 46).

b.      Does a formal distinction exist between marks juxtaposed on a single alignment and ones that rely on the semiological technique of spatial grouping (dErrico 1998: 46)?

c.       Emblems (such as drawings of animals or signs) occur on some portable artifacts in association with the series of marks (dErrico 1998: 46). Both of the fluted panels studied in Rouffignac include images of animals (mammoths or rhinoceroses), plus in the case of the Rhinoceros Horn Panel, a tectiform.

Meaning

If the two panels studied here indeed constitute efficient communication, the issue remains as to what they mean or at least meant to their fluters. We state that no one now may ever know this and that no one now should expect to know it.

Previously we pointed out (e.g., Sharpe and Van Gelder 2006c) inadequacies in several attempts (e.g., the shamanic, phosphene, and pseudohallucination hypotheses) to provide the meaning or origin of so-called geometric flutings such as the panels under consideration. Studies of these artifacts, we would add, must use the tools available: including the Internal, Forensic, and Zipf Analyses, with a Shannon entropy investigation perhaps supplementing the latter. Future methodological advancements should add to these possibilities, but the current and future ones cannot provide the meaning of the flutings. This does not spell the end to the search for meaning, however. For one thing, the available and foreseeable tools can rule out various meaning proposals. The Desbordes Panel in Chamber A1 of Rouffignac Cave includes flutings by a 2 to 5 year-old girl and this tends to rule out potential meanings related to male initiation ceremonies (Sharpe and Van Gelder 2006b-c; fluters sex data unpublished). All hypotheses as to meaning must subject themselves to the data the above investigations uncover. Each hypothesis also ought to extend its empirical accountability by pointing to potentially discordant data that if found would call it into question, and to data that if found would show its superiority over other proposals. Hypothesizing as to meaning requires responsibility.

Conclusions

The research challenge raised at the beginning of this paper asks for a way to establish objectively that a thoughts-and-ideas communication intention lay behind the fluting of the two studied panels, and to rule out their representing activities that predominantly produce haphazard-looking flutings. Zipfs Law seems to help distinguish random or haphazard markings from efficient communication, and hence possibly answers the challenge.

Note that we have not shown the haphazard or random nature of the Gargas fluted panel in Figure 1. Random could in some instances relate to mainly aesthetic or tactile intentions, and have its own sense of order but not the strong communication sense surmised as inherent in the structure of the two fluted panels in Rouffignac. On the other hand, we have not looked for a variable for the Gargas panel that might in fact lead to a -1 Zipf plot.

The -1 plots from the Zipf Analyses of the two fluted panels suggest that a higher cognitive function may exist for lines previously ignored or considered unimportant in comparison to animal figures.

Acknowledgements

Several individuals have helped in this research: Jean, Marie-Odile, and Frdric Plassard, with discussions, support, and permission to work in Rouffignac Cave; Conservation Rgionale de lArchologie, Toulouse, and the Mayor and Commune of Aventignan for permission to work in Gargas Cave; Sverine Desbordes, Frdric Goursolle, and Frdric Plassard, with discussions and guiding in Rouffignac Cave; Marie-Paule Abadie and Nicolas Ferrer for discussions and guiding us in Gargas Cave; Robert Bednarik, Jean Clottes, Francesco dErrico, Pascal Foucher and Cristina San Juan, Sandor Gallus*, Michel Lorblanchet, Alexander Marshack*, and Hallam Movius Jr.*, with discussions and support over many years (*now deceased).

References

Archaeological Dictionary. 2007. http://archaeology.about.com/od/nterms/Glossary_N_Terms.htm, accessed 25 April.

Barrire, Claude. 1976. LArt Parital de la Grotte de Gargas: Paleolithic Art in the Grotte de Gargas. BAR Supplementary Series, no. 14; Mmoires de lInstitut dArt Prhistorique de Toulouse, no. 3. Oxford: British Archaeological Reports.

_________. 1982. LArt Parietal de Rouffignac: La Grotte aux Cent Mammouths. Paris: Picard.

Bullington, Jill and Steven R. Leigh. 2002. Rock Art Revisited. Science 296:5567 (19 April), p. 468.

Coulmas, Florian. 1996. The Blackwell Encyclopedia of Writing Systems. Oxford: Blackwell Publishers.

Crystal, David. 1997. The Cambridge Encyclopedia of Language. 2nd edn. Cambridge: Cambridge University Press.

dErrico, Francesco. 1989. Paleolithic Lunar Calendars: A Case of Wishful Thinking? Current Anthropology 30:1 (February), pp. 117-118.

_________. 1992. Technology, Motion, and the Meaning of Epipaleolithic Art. Current Anthropology 33:1 (February), pp. 94-109.

_________. 1994. LArt Grav Azilien de la Technique la Signification. Supplment Gallia Prhistoire. Paris: CNRS ditions.

_________. 1997. Pers. Comm. 1 July.

_________. 1998. Paleolithic Origins of Artificial Memory Systems: An Evolutionary Perspective. In Colin Renfrew and Chris Scarre, eds., Cognition and Material Culture: The Archaeology of Symbolic Storage (Cambridge: McDonald Institute for Archaeological Research), pp. 19-50.

Lewin, Roger. 1989. Ice Age Idea Toppled. Science 243:4897 (17 March), p. 1435.

Marshack, Alexander. 1972. The Roots of Civilization: The Cognitive Beginnings of Man's First Art, Symbol, and Notation. New York: McGraw-Hill Book Company.

_________ and Francesco dErrico. 1989. On Wishful Thinking and Lunar Calendars. Current Anthropology 30:4 (August-October), pp. 491-500.

McCowan, Brenda, Sean F. Hanser, and Laurance R. Doyle. 1999. Quantitative Tools for Comparing Animal Communication Systems: Information Theory Applied to Bottlenose Dolphin Whistle Repertoires. Animal Behavior 57:2, pp. 409-419.

Nadis, Steve. 2003. Look Whos Talking. New Scientist 179:2403 (12 July), pp. 36-39.

Plassard, Jean. 1999. Rouffignac: Le Sanctuaire des Mammouths. Paris: Seuil.

Schmandt-Besserat, Denise. 1997. How Writing Came About. Austin, TX: University of Texas Press.

Sharpe, Kevin and Mary Lacombe. 2002. Translating Paleolithic Line Markings. http://www.ksharpe.com/word/AR07.htm, updated 7 December 2002, accessed 22 April 2007.

_________ and Mary Lacombe. 2003. Line Markings as Systems of Notation? In Robert G. Bednarik, ed., Rock Art and Epistemology: Courting Sophistication. International Federation of Rock Art Organizations, Vol. 3 (Turnhout, Belgium: Brepols Publishers).

_________ and Leslie Van Gelder. 2006a. The Study of Finger Flutings. Cambridge Archaeological Journal 16:3 (October), pp. 281-295.

_________ and Leslie Van Gelder. 2006b. Evidence for Cave Marking by Paleolithic Children. Antiquity 80:310 (December), pp. 937-947.

_________ and Leslie Van Gelder. 2006c. Finger Flutings in Chamber A1 of Rouffignac Cave, France. Rock Art Research 23:2 (November), pp. 179-198.

_________ and Leslie Van Gelder. In Press a. Fluted Animals in the Zone of Crevices, Gargas Cave, France. To appear in the Proceedings of the Eleventh Congress of the International Federation of Rock Art Organizations, Lisbon, Portugal, 4-9 September 2006.

_________ and Leslie Van Gelder. In Press b. Four Forms of Finger Flutings as Seen in Rouffignac Cave, France. To appear in a festschrift for Alexander Marshack.

Zipf, George Kingsley. 1949. Human Behavior and the Principle of Least Effort. Cambridge, MA: Addison-Wesley Press.