led-base-big-patent / README.md
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metadata
license: apache-2.0
base_model: allenai/led-base-16384
tags:
  - generated_from_trainer
datasets:
  - big_patent
metrics:
  - rouge
model-index:
  - name: led-base-big-patent
    results:
      - task:
          name: Sequence-to-sequence Language Modeling
          type: text2text-generation
        dataset:
          name: big_patent
          type: big_patent
          config: g
          split: validation
          args: g
        metrics:
          - name: Rouge1
            type: rouge
            value: 0.2972
          - name: Rouge2
            type: rouge
            value: 0.1193
          - name: RougeLsum
            type: rouge
            value: 0.243
language:
  - en
pipeline_tag: summarization
widget:
  - text: >-
      REFERENCE TO RELATED APPLICATIONS  [0001]     This application claims
      benefit of Application Ser. No. 60/481,847, filed Dec. 31, 2003, and of
      Application Ser. No. 60/561,754, filed Apr. 13, 2004.  [0002]     The
      entire contents of the aforementioned applications are herein incorporated
      by reference. The entire contents of all United States Patents and
      published and copending Applications mentioned below are also herein
      incorporated by reference. BACKGROUND OF THE INVENTION [0003]     This
      invention relates to electro-optic displays and to methods for driving
      such displays. More specifically, in one aspect this invention relates to
      electro-optic displays with simplified backplanes, and methods for driving
      such displays. In another aspect, this invention relates to electro-optic
      displays in which multiple types of electro-optic units are used to
      improve the colors available from the displays. The present invention is
      especially, though not exclusively, intended for use in electrophoretic
      displays. [0004]     Electro-optic displays comprise a layer of
      electro-optic material, a term which is used herein in its conventional
      meaning in the imaging art to refer to a material having first and second
      display states differing in at least one optical property, the material
      being changed from its first to its second display state by application of
      an electric field to the material. Although the optical property is
      typically color perceptible to the human eye, it may be another optical
      property, such as optical transmission, reflectance, luminescence or, in
      the case of displays intended for machine reading, pseudo-color in the
      sense of a change in reflectance of electromagnetic wavelengths outside
      the visible range. [0005]     In the displays of the present invention,
      the electro-optic medium will typically be a solid (such displays may
      hereinafter for convenience be referred to as “solid electro-optic
      displays”), in the sense that the electro-optic medium has solid external
      surfaces, although the medium may, and often does, have internal liquid-
      or gas-filled spaces. Thus, the term “solid electro-optic displays”
      includes encapsulated electrophoretic displays, encapsulated liquid
      crystal displays, and other types of displays discussed below. [0006]    
      The term “gray state” is used herein in its conventional meaning in the
      imaging art to refer to a state intermediate two extreme optical states of
      a pixel, and does not necessarily imply a black-white transition between
      these two extreme states. For example, several of the patents and
      published applications referred to below describe electrophoretic displays
      in which the extreme states are white and deep blue, so that an
      intermediate “gray state” would actually be pale blue. Indeed, as already
      mentioned the transition between the two extreme states may not be a color
      change at all. [0007]     The terms “bistable” and “bistability” are used
      herein in their conventional meaning in the art to refer to displays
      comprising display elements having first and second display states
      differing in at least one optical property, and such that after any given
      element has been driven, by means of an addressing pulse of finite
      duration, to assume either its first or second display state, after the
      addressing pulse has terminated, that state will persist for at least
      several times, for example at least four times, the minimum duration of
      the addressing pulse required to change the state of the display element.
      It is shown in published U.S. Patent Application No. 2002/0180687 that
      some particle-based electrophoretic displays capable of gray scale are
      stable not only in their extreme black and white states but also in their
      intermediate gray states, and the same is true of some other types of
      electro-optic displays. This type of display is properly called
      “multi-stable” rather than bistable, although for convenience the term
      “bistable” may be used herein to cover both bistable and multi-stable
      displays. [0008]     Several types of electro-optic displays are known.
      One type of electro-optic display is a rotating bichromal member type as
      described, for example, in U.S. Pat. Nos. 5,808,783; 5,777,782; 5,760,761;
      6,054,071 6,055,091; 6,097,531; 6,128,124; 6,137,467; and 6,147,791
      (although this type of display is often referred to as a “rotating
      bichromal ball” display, the term “rotating bichromal member” is preferred
      as more accurate since in some of the patents mentioned above the rotating
      members are not spherical). Such a display uses a large number of small
      bodies (typically spherical or cylindrical) which have two or more
      sections with differing optical characteristics, and an internal dipole.
      These bodies are suspended within liquid-filled vacuoles within a matrix,
      the vacuoles being filled with liquid so that the bodies are free to
      rotate. The appearance of the display is changed by applying an electric
      field thereto, thus rotating the bodies to various positions and varying
      which of the sections of the bodies is seen through a viewing surface.
      This type of electro-optic medium is typically bistable. [0009]    
      Another type of electro-optic display uses an electrochromic medium, for
      example an electrochromic medium in the form of a nanochromic film
      comprising an electrode formed at least in part from a semi-conducting
      metal oxide and a plurality of dye molecules capable of reversible color
      change attached to the electrode; see, for example O'Regan, B., et
      al., Nature 1991, 353, 737; and Wood, D., Information Display, 18(3), 24
      (March 2002). See also Bach, U., et al., Adv. Mater., 2002, 14(11), 845.
      Nanochromic films of this type are also described, for example, in U.S.
      Pat. No. 6,301,038, International Application Publication No. WO 01/27690,
      and in U.S. Patent Application 2003/0214695. This type of medium is also
      typically bistable. [0010]     Another type of electro-optic display,
      which has been the subject of intense research and development for a
      number of years, is the particle-based electrophoretic display, in which a
      plurality of charged particles move through a suspending fluid under the
      influence of an electric field. Electrophoretic displays can have
      attributes of good brightness and contrast, wide viewing angles, state
      bistability, and low power consumption when compared with liquid crystal
      displays. Nevertheless, problems with the long-term image quality of these
      displays have prevented their widespread usage. For example, particles
      that make up electrophoretic displays tend to settle, resulting in
      inadequate service-life for these displays. [0011]     As noted above,
      electrophoretic media require the presence of a suspending fluid. In most
      prior art electrophoretic media, this suspending fluid is a liquid, but
      electrophoretic media can be produced using gaseous suspending fluids;
      see, for example, Kitamura, T., et al., “Electrical toner movement for
      electronic paper-like display”, Asia Display/IDW '01 (Proceedings of
      the 21st International Display Research Conference in conjunction with The
      8th International Display Workshops, Oct. 16-19, 2001, Nagoya, Japan),
      page 1517, Paper HCS1-1, and Yamaguchi, Y., et al., “Toner display using
      insulative particles charged triboelectrically”, Asia Display/IDW '01,
      page 1729, Paper AMD4-4. See also European Patent Applications 1,429,178;
      1,462,847; 1,482,354; and 1,484,625; and International Applications WO
      2004/090626; WO 2004/079442; WO 2004/077140; WO 2004/059379; WO
      2004/055586; WO 2004/008239; WO 2004/006006; WO 2004/001498; WO 03/091
      799; and WO 03/088495. Such gas-based electrophoretic media appear to be
      susceptible to the same types of problems due to particle settling as
      liquid-based electrophoretic media, when the media are used in an
      orientation which permits such settling, for example in a sign where the
      medium is disposed in a vertical plane. Indeed, particle settling appears
      to be a more serious problem in gas-based electrophoretic media than in
      liquid-based ones, since the lower viscosity of gaseous suspending fluids
      as compared with liquid ones allows more rapid settling of the
      electrophoretic particles. [0012]     Numerous patents and applications
      assigned to or in the names of the Massachusetts Institute of Technology
      (MIT) and E Ink Corporation have recently been published describing
      encapsulated electrophoretic media. Such encapsulated media comprise
      numerous small capsules, each of which itself comprises an internal phase
      containing electrophoretically-mobile particles suspended in a liquid
      suspending medium, and a capsule wall surrounding the internal phase.
      Typically, the capsules are themselves held within a polymeric binder to
      form a coherent layer positioned between two electrodes. Encapsulated
      media of this type are described, for example, in U.S. Pat. Nos.
      5,930,026; 5,961,804; 6,01 7,584; 6,067,185; 6,118,426; 6,120,588;
      6,120,839; 6,124,851; 6,130,773; 6,130,774; 6,172,798; 6,177,921;
      6,232,950; 6,249,721; 6,252,564; 6,262,706; 6,262,833; 6,300,932;
      6,312,304; 6,312,971; 6,323,989; 6,327,072; 6,376,828; 6,377,387;
      6,392,785; 6,392,786; 6,413,790; 6,422,687; 6,445,374; 6,445,489;
      6,459,418; 6,473,072; 6,480,182; 6,498,114; 6,504,524; 6,506,438;
      6,512,354; 6,515,649; 6,518,949; 6,521,489; 6,531,997; 6,535,197;
      6,538,801; 6,545,291; 6,580,545; 6,639,578; 6,652,075; 6,657,772;
      6,664,944; 6,680,725; 6,683,333; 6,704,133; 6,710,540; 6,721,083;
      6,727,881; 6,738,050; 6,750,473; 6,753,999; 6,816,147; 6,819,471;
      6,822,782; 6,825,068; 6,825,829; 6,825,970; and 6,831,769; and U.S. Patent
      Applications Publication Nos. 2002/0060321; 2002/0060321; 2002/0063661;
      2002/0090980; 2002/0113770; 2002/0130832; 2002/0131147; 2002/0171910;
      2002/0180687; 2002/0180688; 2003/0011560; 2003/0020844; 2003/0025855;
      2003/0102858; 2003/0132908; 2003/0137521; 2003/0137717; 2003/0151702;
      2003/0214695; 2003/0214697; 2003/0222315; 2004/0008398; 2004/0012839;
      2004/0014265; 2004/0027327; 2004/0075634; 2004/0094422; 2004/0105036;
      2004/0112750; 2004/0119681; and 2004/0196215; and International
      Applications Publication Nos. WO 99/67678; WO 00/05704; WO 00/38000; WO
      00/38001; WO00/36560; WO 00/67110; WO 00/67327; WO 01/07961; WO 01/08241;
      WO 03/107,315; WO 2004/023195; WO 2004/049045; WO 2004/059378; WO
      2004/088002; WO 2004/088395; and WO 2004/090857. [0013]     Known
      electrophoretic media, both encapsulated and unencapsulated, can be
      divided into two main types, referred to hereinafter for convenience as
      “single particle” and “dual particle” respectively. A single particle
      medium has only a single type of electrophoretic particle suspended in a
      suspending medium, at least one optical characteristic of which differs
      from that of the particles. (In referring to a single type of particle, we
      do not imply that all particles of the type are absolutely identical. For
      example, provided that all particles of the type possess substantially the
      same optical characteristic and a charge of the same polarity,
      considerable variation in parameters such as particle size and
      electrophoretic mobility can be tolerated without affecting the utility of
      the medium.) When such a medium is placed between a pair of electrodes, at
      least one of which is transparent, depending upon the relative potentials
      of the two electrodes, the medium can display the optical characteristic
      of the particles (when the particles are adjacent the electrode closer to
      the observer, hereinafter called the “front” electrode) or the optical
      characteristic of the suspending medium (when the particles are adjacent
      the electrode remote from the observer, hereinafter called the “rear”
      electrode (so that the particles are hidden by the suspending medium).
      [0014]     A dual particle medium has two different types of particles
      differing in at least one optical characteristic and a suspending fluid
      which may be uncolored or colored, but which is typically uncolored. The
      two types of particles differ in electrophoretic mobility; this difference
      in mobility may be in polarity (this type may hereinafter be referred to
      as an “opposite charge dual particle” medium) and/or magnitude. When such
      a dual particle medium is placed between the aforementioned pair of
      electrodes, depending upon the relative potentials of the two electrodes,
      the medium can display the optical characteristic of either set of
      particles, although the exact manner in which this is achieved differs
      depending upon whether the difference in mobility is in polarity or only
      in magnitude. For ease of illustration, consider an electrophoretic medium
      in which one type of particles is black and the other type white. If the
      two types of particles differ in polarity (if, for example, the black
      particles are positively charged and the white particles negatively
      charged), the particles will be attracted to the two different electrodes,
      so that if, for example, the front electrode is negative relative to the
      rear electrode, the black particles will be attracted to the front
      electrode and the white particles to the rear electrode, so that the
      medium will appear black to the observer. Conversely, if the front
      electrode is positive relative to the rear electrode, the white particles
      will be attracted to the front electrode and the black particles to the
      rear electrode, so that the medium will appear white to the observer.
      [0015]     If the two types of particles have charges of the same
      polarity, but differ in electrophoretic mobility (this type of medium may
      hereinafter to referred to as a “same polarity dual particle” medium),
      both types of particles will be attracted to the same electrode, but one
      type will reach the electrode before the other, so that the type facing
      the observer differs depending upon the electrode to which the particles
      are attracted. For example suppose the previous illustration is modified
      so that both the black and white particles are positively charged, but the
      black particles have the higher electrophoretic mobility. If now the front
      electrode is negative relative to the rear electrode, both the black and
      white particles will be attracted to the front electrode, but the black
      particles, because of their higher mobility will reach it first, so that a
      layer of black particles will coat the front electrode and the medium will
      appear black to the observer. Conversely, if the front electrode is
      positive relative to the rear electrode, both the black and white
      particles will be attracted to the rear electrode, but the black
      particles, because of their higher mobility will reach it first, so that a
      layer of black particles will coat the rear electrode, leaving a layer of
      white particles remote from the rear electrode and facing the observer, so
      that the medium will appear white to the observer: note that this type of
      dual particle medium requires that the suspending fluid be sufficiently
      transparent to allow the layer of white particles remote from the rear
      electrode to be readily visible to the observer. Typically, the suspending
      fluid in such a display is not colored at all, but some color may be
      incorporated for the purpose of correcting any undesirable tint in the
      white particles seen therethrough. [0016]     Both single and dual
      particle electrophoretic displays may be capable of intermediate gray
      states having optical characteristics intermediate the two extreme optical
      states already described. [0017]     Some of the aforementioned patents
      and published applications disclose encapsulated electrophoretic media
      having three or more different types of particles within each capsule. For
      purposes of the present application, such multi-particle media are
      regarded as sub-species of dual particle media. [0018]     Many of the
      aforementioned patents and applications recognize that the walls
      surrounding the discrete microcapsules in an encapsulated electrophoretic
      medium could be replaced by a continuous phase, thus producing a so-called
      polymer-dispersed electrophoretic display, in which the electrophoretic
      medium comprises a plurality of discrete droplets of an electrophoretic
      fluid and a continuous phase of a polymeric material, and that the
      discrete droplets of electrophoretic fluid within such a polymer-dispersed
      electrophoretic display may be regarded as capsules or microcapsules even
      though no discrete capsule membrane is associated with each individual
      droplet; see for example, the aforementioned 2002/0131147. Accordingly,
      for purposes of the present application, such polymer-dispersed
      electrophoretic media are regarded as sub-species of encapsulated
      electrophoretic media. [0019]     A related type of electrophoretic
      display is a so-called “microcell electrophoretic display”. In a microcell
      electrophoretic display, the charged particles and the suspending fluid
      are not encapsulated within microcapsules but instead are retained within
      a plurality of cavities formed within a carrier medium, typically a
      polymeric film. See, for example, International Application Publication
      No. WO 02/01 281, and published US Application No. 2002/0075556, both
      assigned to Sipix Imaging, Inc. [0020]     Many of the aforementioned E
      Ink and MIT patents and applications also contemplate microcell
      electrophoretic displays and polymer-dispersed electrophoretic displays.
      The term “encapsulated electrophoretic displays” can refer to all such
      display types, which may also be described collectively as “microcavity
      electrophoretic displays” to generalize across the morphology of the
      walls. [0021]     Another type of electro-optic display is an
      electro-wetting display developed by Philips and described in an article
      in the September 25, 2003 issue of the journal “Nature” and entitled
      “Performing Pixels: Moving Images on Electronic Paper”. It is shown in
      copending application Ser. No. 10/711,802, filed Oct. 6, 2004, that such
      electro-wetting displays can be made bistable [0022]     Other types of
      electro-optic materials may also be used in the present invention. Of
      particular interest, bistable ferroelectric liquid crystal displays
      (FLC's) are known in the art. [0023]     Although electrophoretic
      media are often opaque (since, for example, in many electrophoretic media,
      the particles substantially block transmission of visible light through
      the display) and operate in a reflective mode, many electrophoretic
      displays can be made to operate in a so-called “shutter mode” in which one
      display state is substantially opaque and one is light-transmissive. See,
      for example, the aforementioned U.S. Pat. Nos. 6,130,774 and 6,172,798,
      and 5,872,552; 6,144,361; 6,271,823; 6,225,971; and 6,184,856.
      Dielectrophoretic displays, which are similar to electrophoretic displays
      but rely upon variations in electric field strength, can operate in a
      similar mode; see U.S. Pat. No. 4,41 8,346. Other types of electro-optic
      displays may also be capable of operating in shutter mode. [0024]     An
      encapsulated or microcell electrophoretic display typically does not
      suffer from the-clustering and settling failure mode of traditional
      electrophoretic devices and provides further advantages, such as the
      ability to print or coat the display on a wide variety of flexible and
      rigid substrates. (Use of the word “printing” is intended to include all
      forms of printing and coating, including, but without limitation:
      pre-metered coatings such as patch die coating, slot or extrusion coating,
      slide or cascade coating, curtain coating; roll coating such as knife over
      roll coating, forward and reverse roll coating; gravure coating; dip
      coating; spray coating; meniscus coating; spin coating; brush coating; air
      knife coating; silk screen printing processes; electrostatic printing
      processes; thermal printing processes; ink jet printing processes;
      electrophoretic deposition; and other similar techniques.) Thus, the
      resulting display can be flexible. Further, because the display medium can
      be printed (using a variety of methods), the display itself can be made
      inexpensively. [0025]     However, the cost reductions provided by the use
      of encapsulated electrophoretic media have hitherto not been accompanied
      by corresponding cost reductions in the components used for driving the
      display. High resolution prior art electrophoretic and other electro-optic
      displays have typically used active matrix backplanes similar to the those
      used in liquid crystal displays and comprising a matrix of non-linear
      elements, typically thin film transistors, each associated with one pixel
      electrode, the pixel electrodes each defining one pixel of the display. A
      single common electrode which extends across the entire display (or at
      least across a large number of pixel electrodes) is disposed on the
      opposed side of the electro-optic medium from the pixel electrodes. The
      voltages applied to the pixel electrodes are controlled in a well-known
      manner so that each of the pixels of the display can be brought to any
      desired optical state. Although such active matrix backplanes can write
      any desired image on the electro-optic medium, they are expensive, the
      cost of the backplane amounting to about 80 per cent of the total cost of
      the display. Furthermore, since such backplanes are typically produced
      using semiconductor fabrication techniques developed for use in the
      computer industry, the maximum size of the individual backplanes is
      limited, and large displays, for example those used to display data in
      airports, or railroad stations, or as billboards, may require the use of
      the multiple backplanes “tiled” to cover the desired area; such tiling
      produces additional complications, such as providing robust leads to
      ensure that the necessary data are supplied to each individual display.
      [0026]     Other electro-optic displays, especially text-based displays
      which do not require the ability to display any arbitrary image, have used
      so-called “direct drive” backplanes; see, for example, the aforementioned
      WO 00/05704 (see also the corresponding European Patent No. 1,099,207). In
      such direct drive backplanes, a plurality of electrodes are provided; for
      example, the aforementioned WO 00/05704 describes a direct drive backplane
      in which any alphanumeric character (of the Roman alphabet) can be
      displayed by applying voltage to selected ones of 63 electrodes. It will
      readily be apparent that displays intended to display large numbers of
      characters will require very large numbers of electrodes, and that the
      cost of fabricating such large numbers of electrodes, together with the
      voltage supply lines and control circuits necessary to drive the
      electrodes, results in substantial costs for the direct drive backplane.
  - text: >-
      BACKGROUND OF THE INVENTION [0001]    1. Field of the Invention [0002]   
      The present invention generally relates to a method for intermediating
      images that provides a service providing images via a network. [0003]   
      2. Description of the Related Art [0004]    Recently, a net album service
      is provided to allow users to register images (including static images and
      dynamic images) on a service site of the Internet. In such a conventional
      image providing service, a user uploads a digital image through the
      network or brings image data or a film to a DPE shop and asks the DPE shop
      to upload through the network, so as to register images to the service
      site of the Internet. The service site protects the images registered by
      the user by a password and then opens the images on the network. After
      that, the user and visitors permitted by the user can browse, select, and
      download an image. Also, the user and the visitors can make a request of
      the service site for an extra development of a silver film of the images.
      [0005]    The conventional technique described above is effective in a
      case in which the user personally registers the image data. However, in a
      case in which a plurality of users as a group individually attempt to
      register images to the same album, several problems occur. [0006]    For
      example, the group travels together and several people take some pictures.
      And each of the photographers separately registers images in the
      conventional technique. And, each of the photographers is required to
      provide his or her password to all members of the group and the members of
      the group are required to input a different password for each of the
      photographers to access his or her album registered by each of the
      photographers SUMMARY OF THE INVENTION [0007]    It is a general object of
      the present invention to provide a method for intermediating images in
      which the above-mentioned problems are eliminated. [0008]    A more
      specific object of the present invention is to provide a method for
      intermediating images at the service site in that an album is provided to
      be shared by a group on the network, and users belonging to the group can
      freely refer to the same album and register the images to the service
      site. [0009]    The above objects of the present invention are achieved by
      a method for intermediating images, comprising the steps of: (a) receiving
      authentication information of a user; (b) extracting user group
      information concerning at least one user group to which the user belongs,
      from a user group table recording a relationship between the user and the
      user group based on the authentication information; (c) sending the user
      group information extracted in the step (b) to the user and obtaining
      information of a selected user group selected by the user; (d) extracting
      an image corresponding to the selected user group selected by the user;
      and (e) sending the image corresponding to the selected user group to the
      user. BRIEF DESCRIPTION OF THE DRAWINGS [0010]    Other objects, features
      and advantages of the present invention will become more apparent from the
      following detailed description when read in conjunction with the
      accompanying drawings, in which: [0011]    [0011]FIG. 1 is an overview
      diagram showing a system according to an embodiment of the present
      invention; [0012]    [0012]FIG. 2 is a flowchart for explaining a process
      overview according to the embodiment of the present invention; [0013]   
      [0013]FIG. 3 is a flowchart for explaining a user authentication process;
      [0014]    [0014]FIG. 4 is a flowchart for explaining a group selecting
      process; [0015]    [0015]FIG. 5 is a flowchart for explaining an image
      displaying process; [0016]    [0016]FIG. 6 is a flowchart for explaining
      an image registering process; [0017]    [0017]FIG. 7 is a flowchart for
      explaining an image purchasing process; [0018]    [0018]FIG. 8 is a
      diagram showing examples of a user file, user group file, and an image
      managing file; [0019]    [0019]FIG. 9 is a diagram showing an example of a
      storage structure of the image file; [0020]    [0020]FIG. 10 is a diagram
      showing examples of a user group selecting window and an image list
      window; and [0021]    [0021]FIG. 11 is a diagram showing examples of an
      image registering window and an image displaying window. DESCRIPTION OF
      THE PREFERRED EMBODIMENTS [0022]    An overview of a system according to
      the present invention will be described. An image intermediating site 
      101  may be managed by a company providing a DPE service on a network.
      [0023]    In the image intermediating site  101 , an image intermediating
      system  102  is employed as a main computer system in an embodiment of the
      present invention. [0024]    The image intermediating system  102 
      includes a communication controlling part and for example, a user
      terminal  112  is connected to the image intermediating system  102 
      through the Internet  111  as a network. Also, a plurality of the user
      terminals  112  can be connected to the image intermediating system  102 
      through the Internet  111 . [0025]    The image intermediating system 
      102  includes an installer  11 , a receiving program  103  for receiving
      information from the user terminal  112 , a sending program  104  for
      sending information to the user terminal  112 , a data registering
      program  105  for registering image information of the user by accessing
      each file in the information intermediating system  102  based on the
      information received by the receiving program  103 , a data extracting
      program  106  for extracting information to be provided to the user
      terminal  112 , and an order receiving program  107  for accepting order
      information from the user terminal  112 . [0026]    These programs  103 
      through  107  are stored in an external storage unit of the image
      intermediating system  102  by the installer  11  installing from a CD-ROM
      (Compact Disk Read Only Memory)  2 , and read and temporarily stored in an
      internal storage unit when each of the programs  103  through  107  is
      being executed. [0027]    Moreover, the external storage unit of the image
      intermediating system  102  includes a user group file  108  for storing
      user group information, a user file  109  for storing user information,
      and an image managing file  110  for managing images of the user group.
      These files  108  through  110  are referred to and updated by the
      receiving program  103 , the sending program  104 , the data registering
      program  105 , and the data extracting program  106  if necessary.
      [0028]    An overview of a main process will be described according to the
      embodiment of the present invention with reference to FIG. 2. [0029]    In
      step S 201 , a user verifying process is conducted. When the user is
      provided with service from the image intermediating system  102 , the user
      connects the user terminal  112  to the image intermediating system  101 
      through the Internet  111 . [0030]    In this case, a user ID and a
      password are registered with user information of the user to the image
      intermediating system  102  beforehand. Thus, the user sends the user ID
      and the password from the user terminal  112  to the image intermediating
      system  102 , and then the receiving program  103  receives the user ID
      and the password. In addition, the receiving program  103  conducts user
      verification. [0031]    In step S 202 , a group selecting process is
      conducted. Based on the user ID received by the receiving program  103 ,
      the data extracting program  106  extracts the user group information
      showing a group to which the user belongs and then the sending program 
      104  provides the user group information to the user terminal  112 . The
      user selects the user group, which the user wants to see images of, from
      the information. [0032]    In step S 203 , the image displaying process is
      conducted. When the receiving program  103  received user group selection
      information, which is information of the user group selected by the user
      in the step S 202 , the data extracting program  106  extracts an image
      set as images of the user group selected by the user from images
      registered in the image intermediating site  102  based on the user group
      selection information. The sending program  104  provides information
      concerning the image set to the user. Three alternatives are provided to
      the user. [0033]    In step S 204 , an image registering process is
      conducted. In the image registering process, the data registering program 
      105  adds and registers an image to the information concerning the image
      set provided in the step S 203 . When the image registering process is
      completed, the main process goes to step S 206 . [0034]    In step S 205 ,
      an image purchasing process is conducted. The user selects a desired image
      from the information concerning the image set. The receiving program  107 
      performs a service of the extra development (hard copy) of the desired
      image. When the main process is completed, the main process goes to the
      step S 206 . [0035]    In the step S 206 , it is determined whether or not
      the main process is completed. When the user makes an instruction for
      completing a request of the service, the image intermediating system is
      terminated. Otherwise, the main process goes back to the step S 203 .
      [0036]    Each process in FIG. 2 will be described in detail. [0037]   
      The user verifying process in the step S 201  in FIG. 2 will be described
      in detail with reference to FIG. 3. [0038]    In step S 301 , the user
      terminal  112  sends login information input by the user to the image
      intermediating system  102 . That is, the user inputs the user ID and the
      password and information indicating the user ID and the password is sent
      to the image intermediating system  102 . [0039]    In step S 302 , the
      receiving program  103  receives the login information sent in the step S
      301 . [0040]    In step S 303 , the user file  109  is retrieved by the
      receiving program  103 . [0041]    A user file  801  in FIG. 8 is an
      example of the user file  109 . The user file  801  includes the user ID
      identifying the user, a user name, the password for verification, an
      address, and credit card information. [0042]    The data extracting
      program  106  searches for the user file  801  by the user ID of the login
      information received in the step S 302 , as a search key. [0043]    In
      step S 304 , based on a search result in the step S 303 , it is determined
      to which step the user verifying process branches. As for the search
      result when it is determined that the user information matches with the
      search key and further a password indicated in the user information
      matches with the password indicated in the login information received from
      the user terminal  112 , the user is successfully verified. Then, the user
      verifying process in the step S 201  is completed. [0044]    However, as
      for the search result in the step S 303  when it is determined that there
      is no user information matching with the search key or when the password
      indicated in the user information does not match with the password
      indicated in the login information received from the user terminal  112 
      even if the user information matches with the search key, the user is not
      verified. Thus, the user verification abnormally ends and the process goes
      to step S 305 . [0045]    In step S 305 , the sending program  104  sends
      to the user terminal  112  information showing a request of re-sending the
      login information. In this case, the user is required to send the login
      information again to the image intermediating system  102 . [0046]    The
      group selecting process in the step S 202  in FIG. 2 will be described
      with reference to FIG. 4. [0047]    When the user verifying process in the
      step S 201  is completed normally, the data extracting program  106 
      extracts the user group information showing a group to which the user
      belongs, by using the user group file  108  (step S 401 ). [0048]    An
      example of the user group file  108  is shown as a user group file  802 
      in FIG. 8. The user file  802  stores a user group ID for identifying the
      user group, a user group name, and registered members of which the user ID
      of the user registered in the user group is registered. [0049]    In the
      user group file  802 , the registered members where user group ID includes
      group G 001  are users having the user Ids  123 ,  456 ,  789 , . . . .
      The registered members where user group ID includes group G 002  are users
      having the user Ids  456 ,  234 , . . . . The registered members where
      user group ID includes group G 003  are users having the user Ids  567 , 
      890 ,  345 ,  678 ,  901 , . . . . The registered members where user group
      ID includes group G 004  are users having the user Ids  123 ,  456 ,  789
      , . . . . The registered members where user group ID includes group G 005 
      are users having the user Ids  123 ,  456 ,  789 , . . . . [0050]    The
      data extracting program  106  searches for the registered members of the
      user group file  802  by the user ID as a search key and extracts record
      information including the user ID. [0051]    Based on the record
      information extracted by the data extracting program  106 , a user group
      selecting window is edited. A user group selecting window  1001  in FIG.
      10 shows an example of the user group selecting window.
  - text: >-
      CROSS-REFERENCE TO RELATED APPLICATION The present application is the US
      national phase of International Patent Application No. PCT/EP2013/068970,
      filed Sep. 13, 2013, which application claims priority to German
      Application No. 102012217573.3, filed Sep. 27, 2012. The priority
      application, DE 102012217573.3, is hereby incorporated by reference. FIELD
      OF THE DISCLOSURE The invention relates to an operator system for a
      machine, in particular for a beverage processing machine, to a mobile
      operator device, a signal generator and safety glasses. BACKGROUND
      Typically, a user of beverage processing systems operates the individual
      machines by an operator system. The operator system can be used, for
      instance, to initiate single processes in the machine, adjust parameters
      and/or receive alarm or warning signals. To this end, stationary operator
      devices, and increasingly also mobile operator devices are used. The
      mobile operator devices are compatible with the entire system,
      respectively, can be used for different machines. The user can carry a
      mobile operator device with him to the respective machine and carry out,
      or monitor, functions of other machines at the same time. For instance,
      the user places the mobile operator device down in the area of a certain
      machine, and can keep an eye on the display of the mobile operator device
      during operating processes or also repairs for reading information
      therefrom. Also, he is able to control individual machine components with
      the operator device so as to carry out operating processes or repairs. In
      addition, alarm or warning signals from this and/or other machines are
      signaled to the user, and he can thus decide whether an urgent operating
      process or the repair of another machine should be given preference.
      Operator systems including mobile operator devices of this type often
      prove to be non-ergonomic in practice since they are attached to the body
      or received in pockets or holding devices and are, thus, not constantly
      visible. If the user then takes the operator device into one of his hands,
      this hand is no longer available to carry out operating processes,
      repairs, maintenance works and/or setting up processes on the machine. At
      the same time, the user always has to avert his gaze from the machine
      component to be operated/repaired, to read the display of the operator
      device. Also known are access authorization systems for which the user
      carries along a so-called “token”. These are electronic keys which can be
      read out by the machine using a reading device and, upon the successful
      identification, the user is given corresponding access rights. Systems of
      this type have the disadvantage that, on the one hand, the user has to
      carry the “token” with him. Also this “token” could be misused in case of
      loss. Moreover, each machine requires a cost-intensive reader to read the
      token. An augmented reality system is known from DE 100 63 089. The user
      of this system is displayed information on a head-mounted display of his
      goggles when servicing the machine. On the one hand, the user sees the
      area of the machine to be repaired, and superimposed virtual information,
      on the other hand. Accordingly, he need not avert his gaze to the display
      whilst working. Another augmented reality system is known from DE 10 2005
      045 855, by means of which the position of the user's head is located.
      The user is then displayed information on his head-mounted display so as
      to exactly position a sensor in the machine. Augmented reality systems of
      this type have the disadvantage that an activation of the user is merely
      accomplished by visual signals which can be easily overlooked. This may be
      the case, for instance, if the user is concentrated on a specific
      activity/task. In addition, systems of this type do not provide enough
      work protection. The present invention is based on the object to provide
      an operator system for a machine, which is ergonomic with regard to the
      handling thereof and offers sufficient work protection. The object is
      achieved by an operator system according to claim  1 , according to which
      the operator system for a machine, in particular for a beverage processing
      machine, comprises a mobile operator device for the machine, a signal
      generator for reporting alarm and/or warning signals, and safety glasses
      for protecting the eyes of a user, wherein the safety glasses comprise a
      display system that is configured in particular as a head-mounted display,
      or a virtual retina display, or a projector, and wherein the operator
      device and/or the signal generator and/or the safety glasses each comprise
      a data transmitter for exchanging machine information and/or alarm and/or
      warning signals. Due to the fact that the safety glasses comprise a
      display system, the eyes of the user are, on one hand, protected from
      dangerous foreign objects. On the other hand, work-supporting information
      are directly loaded into his safety glasses. For instance, the tightening
      torque for a screw can thus be displayed to him as he tightens the screw
      with a torque wrench. Also, he may be displayed information about the
      system status, such as temperatures or flow rates. At the same time, the
      user has both hands free in order to carry out repairs. In addition, it
      may be indicated to the user both in the display system and by means of
      the signal generator whether alarms or warnings from the machine or other
      machines exist. The signal generator allows the alarm and/or warning
      signals to be displayed by the display system independently of the optical
      stimulus, so that these signals cannot be overlooked by the user. Due to
      the fact that the operator device and/or the signal generator and/or the
      safety glasses each comprise a data transmitter both data for the display
      of information and alarm and/or warning signals can be exchanged between
      these units in an easy manner. The operator system may be configured for
      operating and/or maintaining the machine, several machines, an entire
      plant and/or several plants. The operator system according to the
      invention thus supports the user during the operation and/or maintenance
      from an ergonomic point of view and, at the same time, protects the eyes
      of the user from dangerous foreign objects. The machine may be arranged in
      a beverage processing plant. The machine may comprise a computer-based
      machine controller. The machine may be a beverage processing machine
      and/or a container treatment machine which, in particular, is a stretch a
      blow molding machine, a rinser, a filler, a closer, a labeler and/or a
      packaging machine, or another beverage processing machine and/or another
      container treatment machine. The mobile operator device may comprise a
      microprocessor, a keyboard and/or a display which is, in particular,
      touch-sensitive. Also, the mobile operator device may comprise individual
      control knobs. The mobile operator device may be a tablet computer or a
      smart phone. The signal generator may comprise a wristband, a chain to be
      hung around one's neck, a clip and/or a fastener to be fastened to an
      article of clothing and/or part of the user's body. The signal
      generator may also be integrated in the safety glasses or be fixed to
      headgear. Thus, the user can be activated by a vibration signal on the
      head, or by a visual signal at/in front of the eyes. The signal generator
      may comprise a microprocessor and/or a battery for the power supply. The
      safety glasses may be configured for protection from mechanical, thermal,
      chemical, biological, electrical and/or optical risks. The safety glasses
      may be constructed in accordance with legal work protection standards. The
      display system may be configured as a head-mounted display (HMD). In the
      head-mounted display an imaging optics may be arranged in front of the eye
      to generate a virtual image of a display in front of the eye of the user.
      The imaging optics of the head-mounted display may be configured
      semipermeable, in particular, wherein the user can see a superposition of
      the environment with the information of the display. Alternatively, the
      display system may be configured as a virtual retina display, in which
      case an image is directly projected onto the retina of the eye. The
      virtual retina display may comprise a laser. Also, the display system may
      be designed as a projector by means of which the information is projected
      onto a surface outside the safety glasses. The projector may comprise a
      laser and a scanning unit. Thus, by the deflection of the laser, an image
      can be directly projected onto the environment. Also, the projector may be
      designed as a miniature projector, wherein in particular a display is
      illuminated by an LED and imaged by an optics. The display of the
      head-mounted display, respectively, projector may be an LCD, DLP or LcoS.
      The data transmitter may be configured to transmit data between the
      respective units by cable, glass fiber, or wirelessly via radio. In
      particular, the data transmitter may comprise a WLAN or Bluetooth
      interface. The data transmitter may comprise a receiver unit and/or a
      transmit unit. In the operator system, the safety glasses may comprise a
      talk-listen unit which, in particular, is connected to the data
      transmitter of the safety glasses for transmitting speech information.
      Thus, the user is able to talk to colleagues while working, for instance,
      to obtain advice or pass on information about the progress of the work.
      Due to the fact that the talk-listen unit is connected to the data
      transmitter of the safety glasses for transmitting speech information same
      does not require an own transmission interface. The system furthermore
      allows that the user can view documents about the display system submitted
      by colleagues and, at the same time, discuss them with the colleagues. The
      talk-listen unit may comprise a loudspeaker or earphone, and a microphone.
      The earphone may be designed as an in-ear earphone. The operator system
      can comprise safety glasses provided with a hearing protector for
      suppressing disturbing ambient noise which, in particular, works with an
      active sound suppression. Thus, the user does not need a separate hearing
      protector, which could cause a sensation of pressure on the head if the
      safety glasses are worn simultaneously. The hearing protector is able to
      suppress ambient noise which is too loud. The active sound suppression
      allows the generation of an acoustic counter-signal, so that disturbing
      ambient noise is extinguished in the ear by interference. This allow a
      particularly good suppression of disturbing ambient noise. In the operator
      system, the talk-listen unit may be integrated in the hearing protector.
      This allows the use of existing systems of the talk unit for the hearing
      protector. The earphone of the talk-listen unit may be sealed to suppress
      disturbing ambient noise. Also, the microphone and the earphone from the
      talk-listen unit may be used for the active sound suppression. Thus, the
      user can use the talk unit for communicating with other colleagues and, at
      the same time, is protected from disturbing ambient noise. In the operator
      system, the safety glasses may comprise a first camera for detecting
      objects in the field of vision of the user. The images detected by the
      first camera can be transmitted by the data transmitter for being stored
      and/or for the communication with colleagues. Thus, colleagues of the user
      are able to directly see the field of vision of the user, and support him
      in servicing the system. Moreover, the image of the surroundings of the
      first camera can be displayed to the user by the display system, in
      particular if the safety glasses are not transparent. The first camera may
      be designed as a CCD or CMOS camera with a lens. The operator system may
      comprise an image evaluation unit which, in particular, is configured to
      automatically identify objects in the image data. Thus, information
      concerning the objects present in the field of vision can be automatically
      displayed to the user in the display system of the safety glasses. The
      operator system may comprise a gesture identification unit for processing
      gestures of the user to machine commands. Thus, the user is able to issue,
      with his hands, commands to the operator system by means of gestures in a
      contactless manner. This further facilitates the operation. The gesture
      identification unit may be configured to evaluate the image data of the
      first camera. The first camera may include an image detection zone which
      also detects the user's hands. Thus, gestures of the user made with
      his hands can be filmed by the first camera and processed to machine
      commands by the gesture identification unit. This allows a particularly
      easy operation of the operator system. The operator system may comprise a
      locating system for detecting the position and/or orientation of the
      safety glasses which, in particular, is at least partially arranged on the
      safety glasses. The locating system may comprise acceleration sensors
      and/or position sensors. Also, the locating system can comprise a tracking
      system, and markers which are recognizable in particular by the tracking
      system. The tracking system can be in a fixed relationship with the
      machine, and the markers may be provided on the safety glasses. It is also
      possible that the tracking system is provided on the safety glasses, and
      the markers on the machine, whereby in particular the first camera records
      the markers as image data. Thus, it is possible to detect the position of
      the safety glasses and, thus, the field of vision of the user relative to
      the machine and, accordingly, only information relating to objects in the
      field of vision can be displayed to the user. Moreover, it is possible
      that the locating system determines the location of the user in the entire
      plant. Thus, the user can be located by his colleagues particularly
      easily. The detection of the position and/or the orientation of the safety
      glasses can be accomplished relative to the machine.
inference:
  parameters:
    min_length: 30
    max_length: 128

led-base-big-patent

This model is a fine-tuned version of allenai/led-base-16384 on the big_patent dataset. It achieves the following results on the evaluation set:

  • Loss: 0.2412
  • Rouge1: 0.2972
  • Rouge2: 0.1193
  • Rougel: 0.2431
  • Rougelsum: 0.243
  • Gen Len: 46.326

Model description

This model is a long-form text generation model based on the Longformer Encoder-Decoder (LED) architecture. The LED architecture extends the Transformer model to handle long documents by incorporating sparse attention mechanisms. This makes it suitable for tasks such as summarization of lengthy patent documents, where traditional models might struggle with context length limitations. The model has been fine-tuned on the BigPatent dataset, a large collection of patent documents, to enhance its performance in generating concise and informative summaries.

Intended uses & limitations

Intended uses

  • Patent summarization: Generate concise summaries of patent documents.
  • Long document summarization: Useful for summarizing other types of long-form documents beyond patents.

Limitations

  • Context length: Although LED handles long documents better than standard Transformers, extremely lengthy documents might still present challenges.

Training procedure

Training hyperparameters

The following hyperparameters were used during training:

  • learning_rate: 4.892476e-05
  • train_batch_size: 2
  • eval_batch_size: 8
  • seed: 42
  • gradient_accumulation_steps: 2
  • total_train_batch_size: 4
  • optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
  • lr_scheduler_type: linear
  • num_epochs: 3
  • mixed_precision_training: Native AMP

Training results

Training Loss Epoch Step Validation Loss Rouge1 Rouge2 Rougel Rougelsum Gen Len
0.2195 1.0 9595 0.2350 0.2858 0.1157 0.2372 0.237 50.5544
0.1754 2.0 19191 0.2363 0.2895 0.1172 0.2392 0.2389 49.5847
0.1428 3.0 28785 0.2412 0.2972 0.1193 0.2431 0.243 46.326

Framework versions

  • Transformers 4.38.2
  • Pytorch 2.2.1+cu121
  • Datasets 2.18.0
  • Tokenizers 0.15.2